Updated on 2026/04/16

写真a

 
ISHIKAWA Tomoki
 
Organization
School of Medicine Medical Course Basic Medicine Social Medicine
External link

Degree

  • Master of Public Health(MPH) ( 2023.3   The School of Public Health (SPH), The University of Tokyo )

  • Doctor of Health Sciences ( 2020.6   Hokkaido University )

  • Mater of Business Administration(MBA) ( 2014.3   Otaru University of Commerce )

  • Master of Health Sciences ( 2013.3   Hokkaido University )

Research Interests

  • Health Economics

  • Healthcare Policy

  • Medical Informatics

  • Clinical epidemiolog

Research Areas

  • Life Science / Healthcare management, medical sociology

Education

  • The University of Tokyo   Graduate School of Medicine

    2021.4 - 2023.3

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    Country: Japan

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  • Otaru University of Commerce   Graduate School of Commerce   Major in Entrepreneurship

    2013.4 - 2014.3

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  • Hokkaido University   Graduate School of Health Sciences

    2011.4 - 2013.3

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  • Hokkaido University   School of Medicine   Department of Health Sciences

    2007.4 - 2011.3

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  • Hokkaido University

    2016.4

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    Country: Japan

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Research History

  • Asahikawa Medical College   Department of Social Medicine   Lecturer

    2026.1

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  • Jichi Medical University   Datascience Center

    2026.4

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    Country:Japan

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  • Organisation for Economic Cooperation and Development   The Directorate for Employment, Labour and Social Affairs   Staff

    2025

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    Country:France

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  • Hokkaido University   Faculty of Health Sciences   Visiting Associate Professor

    2023.4

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  • The University of Tokyo   Graduate School of Medicine   Visiting Researcher

    2023.4

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    Country:Japan

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  • Institute for Health Economics and Policy   Research   Principal Researcher

    2022.10 - 2025.12

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    Country:Japan

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  • Hokkaido University   Faculty of Health Sciences   Assistant Professor

    2018.1 - 2018.9

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Professional Memberships

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Committee Memberships

  • 日本放射線技術学会   医療情報部会委員  

    2021.4   

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    Committee type:Academic society

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  • 国立社会保障・人口問題研究所   「一億総活躍社会」実現に向けた総合的研究プロジェクト委員  

    2020.8 - 2023.3   

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  • 北海道大学   文部科学省課題解決型高度医療人材養成プログラム「病院経営アドミニストレータ育成拠点」運営委員  

    2019.8 - 2023.3   

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    Committee type:Other

    病院経営教育プログラムの企画、運営および教育課程の編成に関する助言

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Papers

  • Impact of the COVID-19 pandemic on continuity of medical treatment for patients with chronic diseases in Japan: a retrospective cohort analysis Reviewed International journal

    Tomoki Ishikawa, Akihito Kako, Jumpei Sato, Junko Hattori, Hiromasa Yoshimoto, Masaru Kitsuregawa, Kazuo Goda, Yoshimitsu Takahashi, Takeo Nakayama, Naohiro Mitsutake

    BMC Health Services Research   25 ( 1 )   2025.5

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    Authorship:Lead author   Language:English   Publishing type:Research paper (scientific journal)   Publisher:Springer Science and Business Media LLC  

    File: s12913-025-12798-3.pdf

    DOI: 10.1186/s12913-025-12798-3

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    Other Link: https://link.springer.com/article/10.1186/s12913-025-12798-3/fulltext.html

  • Analyzing Patient-Sharing Network Using an Administrative Claim Database in Japan Reviewed

    Tomoki Ishikawa, Akihito Kako, Hiromasa Yoshimoto, Junko Hattori, Kazuo Goda, Naohiro Mitsutake

    Studies in Health Technology and Informatics   2024.1

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    Authorship:Lead author   Language:English   Publishing type:Part of collection (book)   Publisher:IOS Press  

    We analyzed the behavior of patient with a focus on patient-sharing based on the methodology of network analysis. We used an administrative healthcare claims database from September of the years 2008-2020 to identify shared patients with hypertension. The patients’ behavior of visiting multiple medical facilities was extracted as graphical data, and we calculated density and centrality as indicators to evaluate the structure of the patient sharing network. Our findings indicate that density, reciprocity, and transitivity increased over time, and that centrality and PageRank were correlated.

    File: Analyzing Patient-Sharing Network Using an Administrative Claim Database in Japan_medinfo2023.pdf

    DOI: 10.3233/shti231140

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  • Changes in Demand Volume and Patient/Health Care Provider Characteristics of First-Time Telehealth Users: A Comparative Analysis Before and After the COVID-19 Policy Response Using the Administrative Claims Database Reviewed

    Tomoki Ishikawa, Jumpei Sato, Junko Hattori, Kazuo Goda, Masaru Kitsuregawa, Naohiro Mitsutake

    Telemedicine and e-Health   30 ( 2 )   2023.8

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    Authorship:Lead author   Language:English   Publishing type:Research paper (scientific journal)   Publisher:Mary Ann Liebert Inc  

    File: ishikawa-et-al-2024-changes-in-demand-volume-and-patient-health-care-provider-characteristics-of-first-time-telehealth.pdf

    DOI: 10.1089/tmj.2023.0118

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    Other Link: https://www.liebertpub.com/doi/pdf/10.1089/tmj.2023.0118

  • Association between COVID-19 and Policy Responses on Telehealth Utilization in Japan: Interrupted Time-Series Analysis Reviewed

    Tomoki Ishikawa, Jumpei Sato, Junko Hattori, Kazuo Goda, Masaru Kitsuregawa, Naohiro Mitsutake

    Interactive Journal of Medical Research   11 ( 2 )   2022.7

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    Authorship:Lead author   Publishing type:Research paper (scientific journal)   Publisher:JMIR Publications Inc.  

    File: PDF.pdf

    DOI: 10.2196/39181

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  • Cost-Effectiveness of a Continuous Glucose Monitoring Mobile App for Patients With Type 2 Diabetes Mellitus: Analysis Simulation Reviewed

    Shintaro Tsuji, Tomoki Ishikawa, Yasuhiro Morii, Hongjian Zhang, Teppei Suzuki, Takumi Tanikawa, Jun Nakaya, Katsuhiko Ogasawara

    Journal of Medical Internet Research   22 ( 9 )   e16053 - e16053   2020.9

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    Authorship:Lead author   Language:English   Publishing type:Research paper (scientific journal)   Publisher:JMIR Publications Inc.  

    Background

    Apps for real-time continuous glucose monitoring (CGM) on smartphones and other devices linked to CGM systems have recently been developed, and such CGM apps are also coming into use in Japan. In comparison with conventional retrospective CGM, the use of CGM apps improves patients’ own blood glucose control, which is expected to help slow the progression of type 2 diabetes mellitus (DM) and prevent complications, but the effect of their introduction on medical costs remains unknown.

    Objective

    Our objective in this study was to perform an economic appraisal of CGM apps from the viewpoint of assessing public medical costs associated with type 2 DM, using the probability of developing type 2 DM–associated complications, and data on medical costs and utility value to carry out a medical cost simulation using a Markov model in order to ascertain the cost-effectiveness of the apps.

    Methods

    We developed a Markov model with the transition states of insulin therapy, nephrosis, dialysis, and cardiovascular disease, all of which have a major effect on medical costs, to identify changes in medical costs and utility values resulting from the introduction of a CGM app and calculated the incremental cost-effectiveness ratio (ICER).

    Results

    The ICER for CGM app use was US $33,039/quality-adjusted life year (QALY).

    Conclusions

    Sensitivity analyses showed that, with the exception of conditions where the transition probability of insulin therapy, utility value, or increased medical costs increases, the ICER for the introduction of CGM apps was below the threshold of US $43,478/QALY used by the Central Social Insurance Medical Council. Our results provide basic data on the cost-effectiveness of introducing CGM apps, which are currently starting to come into use.

    DOI: 10.2196/16053

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  • Relationship between accessibility and resources to treat acute ischemic stroke. Hokkaido, Japan: Analysis of inequality and coverage using geographic information systems Reviewed

    Tomoki Ishikawa, Hiro Mizuguchi, Hiroshi Murayama, Kensuke Fujiwara, Takumi Tanikawa, Eiichi Kobayashi, Katsuhiko Ogasawara

    Health Policy and Technology   8 ( 4 )   337 - 342   2019.12

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    Authorship:Lead author   Language:English   Publishing type:Research paper (scientific journal)  

    File: Ishikawa-2019-Relationship-between-accessibility-.pdf

    DOI: 10.1016/j.hlpt.2019.10.001

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  • Forecasting maldistribution of human resources for healthcare and patients in Japan: a utilization-based approach

    Tomoki Ishikawa, Yuji Nakao, Kensuke Fujiwara, Teppei Suzuki, Shintaro Tsuji, Katsuhiko Ogasawara

    BMC Health Services Research   19 ( 1 )   2019.9

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    Authorship:Lead author   Publishing type:Research paper (scientific journal)   Publisher:Springer Science and Business Media LLC  

    Abstract

    Background

    Hokkaido’s demographic trend of population decrease with aging population is remarkable even in Japan. Although healthcare policy decision-makers need to appropriately allocate resources while grasping regional demands, not much is available on whether medical demand would increase or not for future. In addition, little is known about what impact will current situation have on future demand-supply balance and equality by regions. This study aims to support decision-making in human resource planning for coping with changing population structure by forecasting future demand, and evaluation those regional maldistributions.

    Method

    We set patients with acute myocardial infarction or cerebral stroke, and all medical care as study subjects and analyzed for 2015, 2025, and 2035 in Hokkaido and each Secondary Medical Care Area. We used a utilization-based approach to estimate the healthcare supply–demand balance in the future. Moreover, we evaluated the regional maldistribution of demand-supply balance by calculating Herfindahl-Hirschman Index, Gini Coefficients, the number of physicians/specialists per patient. Moreover, we conducted sensitivity analysis to evaluation impact on aspects of demand-supply balance by uncertainty of utilization for future.

    Results

    Our results displayed that concentration of patients will progress, while regional distribution will shrink in all subject. However, from comparison based on all medical care, Gini Coefficients of acute myocardial infarction and cerebral stroke has always been high. This suggest that the resource allocation of them has room for improvement. In addition, our analysis showed the change in this balance will differ in each region in the future. Moreover, demographic change will not consistent with the number of patient change from 2015 to 2035.

    Conclusion

    These results suggest policy planners should use the number of patient by disease, by region as indicator of demand, instead of provider-to-population ratios being in use today. The result of our sensitivity analysis show two findings. First, the range of each indicator have possible for future. Second, increase of utilization, for instance lowing barrier in the use by development operation of patient transportation in AMI/CS, would improve maldistribution of opportunity for resident to get emergency medical services.

    DOI: 10.1186/s12913-019-4470-x

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    Other Link: http://link.springer.com/article/10.1186/s12913-019-4470-x/fulltext.html

  • Forecasting the regional distribution and sufficiency of physicians in Japan with a coupled system dynamics-geographic information system model Reviewed

    Tomoki Ishikawa, Kensuke Fujiwara, Hisateru Ohba, Teppei Suzuki, Katsuhiko Ogasawara

    HUMAN RESOURCES FOR HEALTH   15 ( 64 )   2017.9

  • Forecasting the absolute and relative shortage of physicians in Japan using a system dynamics model approach Reviewed

    Tomoki Ishikawa, Hisateru Ohba, Yuki Yokooka, Kozo Nakamura, Katsuhiko Ogasawara

    Human Resources for Health   11 ( 1 )   2013.8

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    File: Forecasting the absolute and relative shortage of physicians in Japan using a system dynamics model approach.pdf

    DOI: 10.1186/1478-4491-11-41

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  • Association of Long-Term Care Risk with Nonresponse to the Annual Frailty Screening Program in Older Adults in Japan: A Retrospective Cohort Study Reviewed

    Kazumasa NishidaReina, TaguchiRumiko Tsuchiya-ItoTomoki IshikawaSatomi KitamuraMasao IwagamiShinji HattoriShota Hamada

    JMA Journal   8 ( 4 )   2025.9

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    Publishing type:Research paper (scientific journal)   Publisher:Japan Medical Association  

    DOI: 10.31662/jmaj.2025-0092

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  • Assistive products for long-term care among older people with chronic obstructive pulmonary disease in Japan: a retrospective cohort study

    Satomi Kitamura, Rumiko Tsuchiya-Ito, Reina Taguchi, Tomoki Ishikawa, Tomoyuki Ota, Shota Hamada

    BMC Geriatrics   25 ( 1 )   2025.8

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    Publishing type:Research paper (scientific journal)   Publisher:Springer Science and Business Media LLC  

    DOI: 10.1186/s12877-025-06303-y

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    Other Link: https://link.springer.com/article/10.1186/s12877-025-06303-y/fulltext.html

  • Continuity of Visiting Pharmacist Services and Factors Related to Service Discontinuation Among Older Adults in Japan: A Retrospective Cohort Study

    Reina Taguchi, Akira Okada, Rumiko Tsuchiya‐Ito, Satomi Kitamura, Tomoki Ishikawa, Shota Hamada

    Pharmacology Research & Perspectives   13 ( 4 )   2025.7

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    Language:English   Publishing type:Research paper (scientific journal)   Publisher:Wiley  

    ABSTRACT

    This study describes the continuity of visiting pharmacist services and investigates factors associated with service discontinuation in a homebound older population in Japan. This retrospective cohort study used medical and long‐term care claims data from older adults aged ≥ 65 years in a city in Tokyo, Japan, who began to receive visiting pharmacist services between April 2014 and March 2019. Participants were followed until service cessation (defined as the absence of service claims for 2 consecutive months) or 12 months from initiation. Reasons for cessation were categorized into death, relocation, hospitalization/institutionalization, or discontinuation based on claims data. Multivariable competing‐risk Cox regression analysis determined factors associated with discontinuation. Death and hospitalization/institutionalization were considered competing risks, and relocation was considered non‐informative censoring. The study included 3952 older adults, with 353 (8.9%) having terminal cancer. The median time to any‐cause cessation was 11 and 2 months for all participants and those with terminal cancer, respectively. Death was the most common reason for cessation, with a 12‐month cumulative incidence of 0.25 (95% confidence interval: 0.24–0.27). Factors associated with a lower likelihood of discontinuation included higher long‐term care need levels, polypharmacy of more than five medications, recent hospitalization, and cancer diagnosis. Conversely, living at home compared to residential facilities, ischemic heart disease, and receiving services from pharmacies providing 24‐h support were linked to a higher discontinuation risk. This study enhances the current understanding of continuity in visiting pharmacist services for older adults. Care should be tailored, considering factors influencing service duration and potential discontinuation.

    DOI: 10.1002/prp2.70152

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  • Characteristics to consider for home pharmaceutical care for older adults who initiate visiting pharmacist services in Japan

    Reina Taguchi, Nobuaki Michihata, Rumiko Tsuchiya‐Ito, Satomi Kitamura, Tomoki Ishikawa, Masao Iwagami, Shota Hamada

    Geriatrics & Gerontology International   24 ( 9 )   989 - 991   2024.8

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    Publishing type:Research paper (scientific journal)   Publisher:Wiley  

    DOI: 10.1111/ggi.14957

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  • Factors associated with the introduction of visiting‐pharmacist services in older adults in Japan: A nested case–control study

    Reina Taguchi, Shota Hamada, Nobuaki Michihata, Rumiko Tsuchiya‐Ito, Satomi Kitamura, Tomoki Ishikawa, Masao Iwagami

    Geriatrics & Gerontology International   24 ( 4 )   344 - 351   2024.2

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    Publishing type:Research paper (scientific journal)   Publisher:Wiley  

    Aim

    To investigate the factors associated with introducing visiting‐pharmacist services for community‐dwelling older adults in Japan.

    Methods

    We conducted a nested case–control study using claims data in a cohort from a city in Tokyo. Patients aged ≥65 years who received visiting‐pharmacist services for the first time between April 2014 and March 2020 were considered case patients. A maximum of four controls to each case patient were randomly selected on the basis of sex, age, health insurance systems, and month–year. Medical and long‐term care service usage and patient condition were assessed using claims data from the index and preceding months, along with long‐term care needs certification data. Multivariable conditional logistic regression analysis was conducted to estimate the adjusted odds ratios with 95% confidence intervals for factors associated with visiting‐pharmacist service introduction.

    Results

    A total of 22 949 participants (4591 cases and 18 358 controls) were included, with a median age of 85 years; 59.3% were women. The adjusted odds ratios (95% confidence intervals) of the three most related factors were 27.61 (23.98–31.80) for physicians' home visits, 5.83 (5.08–6.70) for hospitalization, and 4.97 (4.16–5.95) for designated‐facility admission. Factors such as prescribing ≧10 medications, visiting nursing, and cancer were positively associated. In contrast, low household income and a high need for support due to cognitive function or disability were negatively associated.

    Conclusions

    This study provides insights into the introduction of visiting‐pharmacist services for older adults in Japan. Geriatr Gerontol Int 2024; 24: 344–351.

    DOI: 10.1111/ggi.14838

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  • Optimal allocation of physicians improves accessibility and workload disparities in stroke care

    Kazuki Ohashi, Toshiya Osanai, Kyohei Bando, Kensuke Fujiwara, Takumi Tanikawa, Yuji Tani, Soichiro Takamiya, Hirotaka Sato, Yasuhiro Morii, Tomoki Ishikawa, Katsuhiko Ogasawara

    International Journal for Equity in Health   22 ( 1 )   2023.11

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    Publishing type:Research paper (scientific journal)   Publisher:Springer Science and Business Media LLC  

    Abstract

    Background

    Inequalities in access to stroke care and the workload of physicians have been a challenge in recent times. This may be resolved by allocating physicians suitable for the expected demand. Therefore, this study analyzes whether reallocation using an optimization model reduces disparities in spatial access to healthcare and excessive workload.

    Methods

    This study targeted neuroendovascular specialists and primary stroke centers in Japan and employed an optimization model for reallocating neuroendovascular specialists to reduce the disparity in spatial accessibility to stroke treatment and workload for neuroendovascular specialists in Japan. A two-step floating catchment area method and an inverted two-step floating catchment area method were used to estimate the spatial accessibility and workload of neuroendovascular specialists as a potential crowdedness index. Quadratic programming has been proposed for the reallocation of neuroendovascular specialists.

    Results

    The reallocation of neuroendovascular specialists reduced the disparity in spatial accessibility and the potential crowdedness index. The standard deviation (SD) of the demand-weighted spatial accessibility index improved from 125.625 to 97.625. Simultaneously, the weighted median spatial accessibility index increased from 2.811 to 3.929. Additionally, the SD of the potential crowdedness index for estimating workload disparity decreased from 10,040.36 to 5934.275 after optimization. The sensitivity analysis also showed a similar trend of reducing disparities.

    Conclusions

    The reallocation of neuroendovascular specialists reduced regional disparities in spatial accessibility to healthcare, potential crowdedness index, and disparities between facilities. Our findings contribute to planning health policies to realize equity throughout the healthcare system.

    DOI: 10.1186/s12939-023-02036-9

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    Other Link: https://link.springer.com/article/10.1186/s12939-023-02036-9/fulltext.html

  • Association of the Japanese herbal <i>kampo</i> medicine kakkonto with antibiotic use and surgical drainage for noninfectious mastitis: A nationwide database study Reviewed

    Masayuki Endo, Takaaki Konishi, Hayato Yamana, Taisuke Jo, Tomoki Ishikawa, Hideo Yasunaga

    Journal of Obstetrics and Gynaecology Research   50 ( 1 )   2023.10

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    Language:English   Publishing type:Research paper (scientific journal)   Publisher:Wiley  

    Abstract

    Aim

    Kakkonto, a Japanese herbal kampo medicine, is empirically prescribed to improve milk stasis and ameliorate breast inflammation in patients with noninfectious mastitis. We investigated whether early use of kakkonto is associated with a reduction in antibiotic use and surgical drainage in patients with noninfectious mastitis.

    Methods

    We identified 34 074 patients with an initial diagnosis of noninfectious mastitis within 1 year of childbirth between April 2012 and December 2022 using the nationwide administrative JMDC Claims Database. Patients were divided into the kakkonto (n = 9593) and control (n = 9648) groups if they received and did not receive kakkonto on the day of the initial diagnosis of noninfectious mastitis, respectively. Antibiotic administration and surgical drainage within 30 days after the initial diagnosis of noninfectious mastitis in the two groups were compared using propensity score‐stabilized inverse probability of treatment weighting analysis.

    Results

    The frequency of antibiotic administration within 30 days after the initial diagnosis of noninfectious mastitis was significantly lower in the kakkonto group than in the control group (10% vs. 12%; odds ratio, 0.88 [95% confidence interval, 0.80–0.96]). The frequency of antibiotic administration during 1–3 and 4–7 days after the initial diagnosis were also significantly lower in the kakkonto group than in the control group. The frequency of surgical drainage did not differ significantly between the two groups.

    Conclusions

    Kakkonto was associated with reduced administration of antibiotics for noninfectious mastitis, making it a potential treatment option for relieving breast inflammation and promoting antimicrobial stewardship.

    DOI: 10.1111/jog.15810

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  • Regional disparity in the provision of rehabilitation services using the open data from the Japanese national claims database: an ecological study

    Yasuhiro Morii, Kagari Abiko, Tomoki Ishikawa, Kensuke Fujiwara, Keiko Konomura, Katsuhiko Ogasawara

    BMJ Open   13 ( 6 )   e071670 - e071670   2023.6

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    Language:English   Publishing type:Research paper (scientific journal)   Publisher:BMJ  

    Objectives

    There are few reports on regional differences in the supply/utilisation balance and provision of rehabilitation services. This study analysed those regional differences in Japan to help policymakers provide more uniform and efficient rehabilitation services and optimally allocate related resources.

    Design

    An ecological study.

    Setting

    47 prefectures and 9 regions in Japan in 2017.

    Primary and secondary outcome measures

    Primary measures were ‘supply/utilisation (S/U) ratio’, calculated by dividing rehabilitation supply converted to service units, by rehabilitation utilisation and ‘utilisation/expected utilisation (U/EU) ratio’, calculated by dividing utilisation by EU. The EU was defined as utilisation expected from the demography in each area. Data required to calculate these indicators were collected from open sources such as the National Database of Health Insurance Claims and Specific Health Checkups of Japan Open Data Japan.

    Results

    The S/U ratios were higher in Shikoku, Kyusyu, Tohoku and Hokuriku regions, and lower in Kanto and Tokai regions. The number of rehabilitation providers per population was higher mostly in the western part of Japan and lower mostly in the eastern part. The U/EU ratios were also higher mostly in the western part, and lower mostly in the eastern part such as Tohoku and Hokuriku regions. The same trend was seen for cerebrovascular disease and musculoskeletal disorder rehabilitation, which accounted for approximately 84% of rehabilitation services. For disuse syndrome rehabilitation, such a trend did not exist, and the U/EU ratio differed by prefectures.

    Conclusions

    The large surplus in rehabilitation supply in the western part was attributed to the greater number of providers, while the smaller surplus in Kanto and Tokai regions was due to the smaller amount of supply. The number of rehabilitation services used was lesser in the eastern part such as Tohoku and Hokuriku regions, indicating regional differences in the provision of rehabilitation services.

    File: Regional disparity in the provision of rehabilitation services using the open data from the Japanese national claimas database an ecological study.pdf

    DOI: 10.1136/bmjopen-2023-071670

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  • Association between choices of transportation means and instrumental activities of daily living: observational cohort study of community-dwelling older adults Reviewed

    Motoki Tamura(equal contribution), Ishikawa Tomoki (equal contribution), Komaki Matsumoto, Shinji Hattori

    BMC Public Health   23 ( 1 )   2023.1

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    Authorship:Lead author   Language:English   Publishing type:Research paper (scientific journal)   Publisher:Springer Science and Business Media LLC  

    Abstract

    Introduction

    The association between the physical health of older people and the frequency of going out has been reported, and in recent years, local governments have developed transportation support programs for older people. Although previous studies show an association between the frequency of going out and functional health status, little has been reported on the impact of the choice of means of transport on instrumental activities of daily living (IADL).

    Objective

    To evaluate the association between choice of transportation means and the risk of decline in IADL among older adults.

    Methods

    We conducted an observational, population (community-dwelling)-based cohort study using data from the Resident Health Status Survey, and longitudinal panel data at 2-time points in 2016 and 2019. In addition, we combined this panel data and a database on people who were certified as requiring long-term care to identify participants’ IADL. The propensity score matching method was used to classify the respondents into two groups, “active means of transportation” and “passive means of transportation,“ and determine the risk of a decline in means-tested independence after 3 years.

    Results

    Active means were used by 6,280 (76.2%) and passive means were used by 1,865 (22.6%). 999 (12.1%) individuals declined in IADL in 2019. The results of the comparison by balancing the attributes of “active means of transportation” and “passive means of transportation,“ with propensity score matching, showed that “passive means of transportation” were more likely to be “active” than “passive means of transportation,“ and “active” was more likely to be “passive” The risk of IADL decline was significantly higher than that of “active means of transportation” with an RR of 1.93 (95% CI: 1.62–2.30).

    Conclusion

    Passive means of transportation in older adults could be a possible risk for decreasing IADL 3 years later. Increasing the number of opportunities and places in the community for older adults to use active means of transportation may be effective in encouraging socially independent living among older adults.

    File: s12889-022-14671-y.pdf

    DOI: 10.1186/s12889-022-14671-y

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    Other Link: https://link.springer.com/article/10.1186/s12889-022-14671-y/fulltext.html

  • 急性期脳梗塞患者の搬送方法が治療へのアクセシビリティに及ぼす影響 地理情報システムを用いたシミュレーション

    森井 康博, 長内 俊也, 藤原 健祐, 高宮 宗一朗, 坂東 恭平, 谷川 琢海, 谷 祐児, 佐藤 広崇, 大橋 和貴, 石川 智基, 小笠原 克彦

    医療情報学連合大会論文集   42回   779 - 780   2022.11

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    Language:Japanese   Publisher:(一社)日本医療情報学会  

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  • Predicting demand for long-term care using Japanese healthcare insurance claims data

    Jumpei Sato, Naohiro Mitsutake, Masaru Kitsuregawa, Tomoki Ishikawa, Kazuo Goda

    Environmental Health and Preventive Medicine   27   42 - 42   2022.10

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    Publishing type:Research paper (scientific journal)   Publisher:Japanese Society for Hygiene  

    DOI: 10.1265/ehpm.22-00084

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  • Prevalence of hypertensive diseases and treated hypertensive patients in Japan: A nationwide administrative claims database study Reviewed International journal

    Takashi Waki, Katsuyuki Miura, Sachiko Tanaka-Mizuno, Yusuke Ohya, Koichi Node, Hiroshi Itoh, Hiromi Rakugi, Jumpei Sato, Kazuo Goda, Masaru Kitsuregawa, Tomoki Ishikawa, Naohiro Mitsutake

    Hypertension Research   45 ( 7 )   1123 - 1133   2022.7

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    We investigated the prevalence of hypertensive patients and treated hypertensive patients using a Japanese nationwide administrative claims database. We analyzed national database data from 2014, including all claims data, provided by the Ministry of Health, Labour and Welfare of Japan. Hypertensive diseases were identified using Japanese standardized disease codes. Among hypertensive patients, treated hypertensive patients were defined by the prescription of any antihypertensive medication, identified using national health insurance price listing codes. We calculated and compared the number and age-adjusted prevalence of hypertensive patients and treated hypertensive patients by prefecture and the proportion of these patients by the size of medical facilities. In 2014, approximately 27 million Japanese people were identified as hypertensive, among which 89.6% were treated. The age-adjusted prevalence of hypertensive patients (per 100,000 persons) among women and men was 21,414 and 21,084, respectively. The age-adjusted prevalence of treated hypertensive patients (per 100,000 persons) among women and men was 19,118 and 18,974, respectively. While the prevalence of hypertensive and treated hypertensive patients varied geographically, the prevalence remained similar between the sexes. Approximately 59% of hypertensive patients visited clinics (0 to 19 beds) in Japan. In Japan, 27 million people were diagnosed with hypertensive diseases, and approximately 90% of these patients were treated with any antihypertensive medication in 2014. The distribution of hypertensive patients varied geographically throughout Japan.

    File: Waki_2022_Prevalence of hypertensive diseases and_ treated hypertensive patients in Japan.pdf

    DOI: 10.1038/s41440-022-00924-1

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    Other Link: https://www.nature.com/articles/s41440-022-00924-1

  • Recurrent Education Related to Hospital Management: A Survey of the Hospital Management Administrator Program at Hokkaido University Reviewed

    Journal of Higher Education Lifelong Learning   29   105 - 111   2022.3

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  • Monthly trends and seasonality of hemodialysis treatment and outcomes of newly initiated patients from the national database (NDB) of Japan Reviewed

    Ryoya Tsunoda, Naohiro Mitsutake, Tomoki Ishikawa, Jumpei Sato, Kazuo Goda, Naoki Nakashima, Masaru Kitsuregawa, Kunihiro Yamagata

    Clinical and Experimental Nephrology   26 ( 7 )   2022.2

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    File: Tsunoda2022_Article_MonthlyTrendsAndSeasonalityOfH.pdf

    DOI: 10.1007/s10157-022-02202-3

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    Other Link: https://link.springer.com/article/10.1007/s10157-022-02202-3/fulltext.html

  • Trend of Gini coefficient of healthcare resources in China from 1998 to 2016

    Yuchen Yang, Yasuhiro Morii, Kensuke Fujiwara, Tomoki Ishikawa, Hiroko Yamashina, Teppei Suzuki, Jun Nakaya, Katsuhiko Ogasawara

    Journal of Hospital Management and Health Policy   5   40 - 40   2021.12

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    DOI: 10.21037/jhmhp-20-93

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  • Projecting Supply and Demand for Pharmacists in Pharmacies Based on the Number of Prescriptions and System Dynamics Modeling Reviewed

    Human Resources for Health   18 ( 85 )   2020.10

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    File: s12960-020-00524-5.pdf

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  • Study on International Statistical Indicators using the National Database of Health Insurance Claims and Specific Health Checkups of Japan Reviewed

    Mitsutake N, Ishikawa T, Sato J, Goda K, Kitsuregawa Y

    An Official Journal of the Japan Association for Medical Informatics   39 ( 4 )   189 - 194   2020.4

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  • Possibility of introducing telemedicine services in Asian and African countries Reviewed

    Teppei Suzuki, Jyuri Hotta, Tomomi Kuwabara, Hiroko Yamashina, Tomoki Ishikawa, Yuji Tani, Katsuhiko Ogasawara

    Health Policy and Technology   9 ( 1 )   13 - 22   2020.3

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    DOI: 10.1016/j.hlpt.2020.01.006

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  • Cost comparison between open radical cystectomy, laparoscopic radical cystectomy, and robot-assisted radical cystectomy for patients with bladder cancer: a systematic review of segmental costs. Reviewed International journal

    Yasuhiro Morii, Takahiro Osawa, Teppei Suzuki, Nobuo Shinohara, Toru Harabayashi, Tomoki Ishikawa, Takumi Tanikawa, Hiroko Yamashina, Katsuhiko Ogasawara

    BMC urology   19 ( 1 )   110 - 110   2019.11

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    BACKGROUND: Robot-assisted radical cystectomy is becoming a common treatment for bladder carcinoma. However, in comparison with open radical cystectomy, its cost-effectiveness has not been confirmed. Although few published reviews have compared total costs between the two surgical procedures, no study has compared segmental costs and explained their impact on total costs. METHODS: A systematic review was conducted based on studies on the segmental costs of open, laparoscopic, and robot-assisted radical cystectomy using PubMed, Web of Science, and Cochrane Library databases to provide insight into cost-effective management methods for radical cystectomy. The segmental costs included operating, robot-related, complication, and length of stay costs. A sensitivity analysis was conducted to determine the impact of the annual number of cases on the per-case robot-related costs. RESULTS: We identified two studies that compared open and laparoscopic surgeries and nine that compared open and robotic surgeries. Open radical cystectomy costs were higher than those of robotic surgeries in two retrospective single-institution studies, while robot-assisted radical cystectomy costs were higher in 1 retrospective single-institution study, 1 randomized controlled trial, and 4 large database studies. Operating costs were higher for robotic surgery, and accounted for 63.1-70.5% of the total robotic surgery cost. Sensitivity analysis revealed that robot-related costs were not a large proportion of total surgery costs in institutions with a large number of cases but accounted for a large proportion of total costs in centers with a small number of cases. CONCLUSIONS: The results show that robot-assisted radical cystectomy is more expensive than open radical cystectomy. The most effective methods to decrease costs associated with robotic surgery include a decrease in operating time and an increase in the number of cases. Further research is required on the cost-effectiveness of surgeries, including quality measures such as quality of life and quality-adjusted life years.

    DOI: 10.1186/s12894-019-0533-x

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  • A Cost-Effectiveness Simulation of Specialist Dispatching System in Japan for Treatments of Patients with Acute Ischemic Stroke Using a Geographic Information System. Reviewed International journal

    Yasuhiro Morii, Toshiya Osanai, Tomoki Ishikawa, Kensuke Fujiwara, Takumi Tanikawa, Eiichi Kobayashi, Katsuhiko Ogasawara

    Studies in health technology and informatics   264   1861 - 1862   2019.8

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    Regional disparities in the implementation rates of recombinant tissue-type plasminogen activator and endovascular thrombectomy treatments have been reported in Japan. We simulated the cost-effectiveness of specialist dispatching system in Hokkaido, Japan using Geographic Information System. In the system a qualified specialist is dispatched to another hospital for endovascular thrombectomy. Since the system improved patient accessibility, and the cost- effectiveness was excellent, the system could help enhance the equality and cost-effectiveness of ischemic stroke treatments in Hokkaido.

    DOI: 10.3233/SHTI190685

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  • Cost Effectiveness of Drive and Retrieve System in Hokkaido for Acute Ischemic Stroke Patient Treatment Using Geographic Information System. Reviewed International journal

    Yasuhiro Morii, Toshiya Osanai, Tomoki Ishikawa, Kensuke Fujiwara, Takumi Tanikawa, Kiyohiro Houkin, Eiichi Kobayashi, Katsuhiko Ogasawara

    Journal of stroke and cerebrovascular diseases : the official journal of National Stroke Association   28 ( 8 )   2292 - 2301   2019.8

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    BACKGROUND AND PURPOSE: Although endovascular thrombectomy combined with recombinant tissue-type plasminogen activator is effective for treatment of acute ischemic stroke, regional disparities in implementation rates of those treatments have been reported. Drive and retrieve system, where a qualified neurointerventionist travels to another primary stroke center for endovascular thrombectomy, has been practiced in parts of Hokkaido, Japan. This study aims to simulate the cost effectiveness of the drive and retrieve system, which can be a method to enhance equality and cost effectiveness of treatments for acute ischemic stroke. MATERIALS AND METHODS: The number of patients who had acute ischemic stroke in 2015 is estimated. Those patients are generated according to the population distribution, and thereafter patient transport time is analyzed in the 3 scenarios (1) 60-minute drive scenario, (2) 90-minute drive scenario, in which the drive and retrieve system operates within 60-minute or 90-minute driving distance (3) without the system, using geographic information system. Incremental cost-effectiveness rate, quality-adjusted life years, and medical and nursing care costs are estimated from the analyzed transport time. FINDINGS: The incremental cost-effectiveness rate by implementing the system was dominant. Cost reductions of $213,190 in 60-minute drive scenario, and $247,274 in the 90-minute scenario were expected, respectively. Such benefits are the most significant in Soya, Emmon, Rumoi, and Kamikawahokubu medical areas. CONCLUSIONS: The drive and retrieve system could enhance regional equality and cost effectiveness of ischemic stroke treatments in Hokkaido, which can be achieved using existing resources. Further studies are required to clarify its cost effectiveness from hospital perspective.

    DOI: 10.1016/j.jstrokecerebrovasdis.2019.05.020

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  • Projecting the future supply and demand for physical therapists in Japan using system dynamics Reviewed

    Yasuhiro Morii, Tomoki Ishikawa, Teppei Suzuki, Shintaro Tsuji, Hiroko Yamashina, Masanori Yamanaka, Katsuhiko Ogasawara

    Health Policy and Technology   8 ( 2 )   118 - 127   2019.5

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    DOI: 10.1016/j.hlpt.2019.05.003

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  • Where Does Telemedicine Achieve a Cost Reduction Effect? Cost Minimization Analysis of Teleradiology Services in Japan Reviewed International journal

    Takumi Tanikawa, Reina Suzuki, Teppei Suzuki, Tomoki Ishikawa, Hiroko Yamashina, Shintaro Tsuji, Katsuhiko Ogasawara

    Telemedicine and e-Health   25 ( 12 )   1174 - 1182   2019.4

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    Background: Telemedicine as a technology is expected to resolve issues such as doctor shortages and disparities in medical services. However, high costs of system installation and maintenance inhibit its widespread use. Introduction: This study involved a cost minimization analysis for installation of a teleradiology system in the Hokkaido prefecture of Japan. Conditions under which system utilization is cost-efficient and system utilization is effective for cost reduction were analyzed. Materials and Methods: A cost minimization analysis was conducted using three geospatial points of 50, 100, and 200 km from Sapporo city, the prefectural capital of Hokkaido, assuming a central imaging diagnosis center in Sapporo. The analysis was conducted from the standpoint of both patients and requesting hospitals. Results: From the patient's standpoint, a cost reduction effect was observed at all three distances from system installation. In contrast, from the hospital's standpoint, a cost reduction effect was found only when teleradiology examination was conducted from a distance of at least 100 km from Sapporo. Discussion: Results show that the cost reduction effect for patients increased as the travel distance increased. Although the teleradiology service is beneficial for a wide range of patients, the financial burden on requesting hospitals is significant. Conclusions: The following conditions were found necessary to reduce the requesting hospital's financial burden: the hospital should be far from the imaging diagnosis center, an inexpensive system is to be selected, and the system needs to be utilized continuously.

    File: [E042]2019谷川鈴木TEH.pdf

    DOI: 10.1089/tmj.2018.0244

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  • A Comparison of Distribution Equality between Health Care Occupations in Hokkaido Reviewed

    Tomoki Ishikawa

    Japan Journal of Medical Informatics   37 ( 6 )   285 - 289   2017.8

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  • 領域制限法による北海道自治体病院の経営効率性評価 Reviewed

    佐々木健太, 石川 智基, 藤原 健祐, 谷 祐児, 小笠原克彦

    医療情報学   37 ( 2 )   81 - 86   2017.4

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  • The number of Japanese radiologic technologists will be increased in 40 years Reviewed

    Miwa Araseki, Yuki Yokooka, Tomoki Ishikawa, Katsuhiko Ogasawara

    Radiological Physics and Technology   6 ( 2 )   467 - 473   2013.7

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    File: Araseki2013_Article_TheNumberOfJapaneseRadiologicT.pdf

    DOI: 10.1007/s12194-013-0220-7

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  • 北海道における小児の医療施設へのアクセスの不平等性評価の試み Reviewed

    桑原 智美, 寺下 貴美, 石川 智基, 小笠原 克彦

    北海道公衆衛生学会雑誌   26 ( 2 )   75 - 79   2013

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Books

  • 革新的AI創薬 : 医療ビッグデータ、人工知能がもたらす創薬研究の未来像

    佐藤淳平, 合田和生, 喜連川優, 石川智基, 満武巨裕, 小長谷明彦( Role: Joint author地域のレセプト情報に基づく介護需要将来推定)

    エヌ・ティー・エス  2022.7  ( ISBN:9784860437886

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    ・医療ビッグデータとAI(人工知能)の融合は、創薬領域に 何をもたらすのか?革新的創薬技術の現状と課題を詳解する! ・AI創薬の可能性を、大型プロジェクトをはじめ製薬メーカの 取り組みからも紐解いていく! ・創薬インフォマティクス構築におけるAI(人工知能)活用に ついてその可能性を俯瞰する!

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  • 医療経営士中級テキスト [専門講座] ≪第5巻≫ 先駆的事例に学ぶ経営手法の新戦略 (医療経営士テキスト 中級専門講座 5)

    小笠原克彦( Role: Contributor第2章 医療経営の外部環境分析と非市場戦略)

    日本医療企画  2021.3 

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  • 北海道医学雑誌

    石川智基, 大場 久照, 横岡 由姫, 中村 浩三, 小笠原 克彦( Role: Joint authorシステム・ダイナミクスによる日本の医師数予測の試み)

    北海道医学会  2014 

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  • RAD FAN

    平野 雄士, 鳥本 温子, 干川 賢, 松谷 宏宜, 石川 智基, 入山 瑞郎( Role: Joint authorCTC撮影における究極の腸管拡張法)

    メディカルアイ  2013 

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  • Globalism and Regional Economy

    Katsuhiko Ogasawara, Ryoya Asaka, Yuji Sase, Tomoki Ishikawa, Kenji Fujimori( Role: Joint authorAnalysis of hospital function for neuronal and circulatory disease in secondary medical service area in Hokkaido. Globalism and Regional Economy)

    Routledge (NY)  2013 

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MISC

  • 大規模レセプト・健診データベースを用いたWith/Post COVID-19における慢性疾患患者の治療継続性に関する研究

    石川 智基

    医療と社会   34 ( 3 )   414   2024.10

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  • 歯科レセプトを活用した受診動向と健診受診に関する検討

    満武巨裕, 橋本恵美, 石川智基, 吉本廣雅, 合田和生, 服部純子

    地域医療   63rd (CD-ROM)   2024

  • Visualization and Structural Evaluation of Medical Collaboration Network in Patients with Cerebral Infarction-Developing a Network Structure Model Using Administrative Claim Database-

    石川智基, 賀好昭仁, 吉本廣雅, 服部純子, 合田和生, 満武巨裕

    医療情報学連合大会論文集(CD-ROM)   44th   2024

  • 特定健診受診に関する関連要因分析から,保険者の取り組みに対する情報提供に関する検討

    長谷本親乙, 満武巨裕, 石川智基, 吉本廣雅, 合田和生, 服部純子

    地域医療   63rd (CD-ROM)   2024

  • Analyzing Time Trend of Rehabilitation Service Provision Using NDB Open Data Japan-Including the First Year of COVID-19 Pandemic Period-

    森井康博, 安彦かがり, 石川智基, 藤原健祐, 藤原健祐, 此村恵子, 小笠原克彦

    医療情報学連合大会論文集(CD-ROM)   43rd   2023

  • Analyzing the Time Trend of Supply/demand of Rehabilitation Services Using NDB Open Data Japan

    森井康博, 安彦かがり, 石川智基, 藤原健祐, 藤原健祐, 此村恵子, 小笠原克彦

    日本医療情報学会春季学術大会プログラム・抄録集   27th   2023

  • レセプトデータを用いた遠隔診療初回利用患者の特性分 析:COVID-19 に対する政策対応前後の比較 Invited Reviewed

    石川 智基, 満武 巨裕, 佐藤 淳平, 服部 純子, 合田 和生, 喜連川 優

    2022.7

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    File: 最終版_2207_JAMIシンポ_ishikawa_詳細抄録.pdf

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  • COVID-19流行下における遠隔診療の普及-国民健康保険・後期高齢者医療制度レセプトデータを用いた分析-

    石川 智基

    Mothly IHEP(医療経済研究機構レター)   313   12 - 13   2021.11

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  • 画像診断機器配置に関する議論の動向 Invited

    石川 智基

    週刊 社会保障   3113   28 - 29   2021.3

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    File: 20210330160828.pdf

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  • 「高齢者の安全な薬物療法ガイドライン2015」発表前後の糖尿病治療薬の処方傾向 NDBオープンデータの活用

    Journal of Epidemiology   31 ( Suppl. )   133 - 133   2021.1

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  • 画像診断機器の配置と利用に関する研究ー「効率化」の議論へ向けてー

    石川智基

    Mothly IHEP(医療経済研究機構レター)   302   2020.11

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  • サービス付き高齢者向け住宅等におけるサービス利用の適正化に向けた調査研究報告書

    医療経済研究機構

    2020.4

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  • 訪問看護サービスの在宅療養者の医療的処置ケアの実態把握のための調査研究報告書

    医療経済研究機構

    2020.4

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  • Regional differences in allocation and utilization of diagnostic imaging equipment

    Tomoki Ishikawa

    Mothly IHEP   290   17 - 20   2019.10

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  • NDBを活用した大腸がんにおける患者数・医療費の将来推計の試み

    石川智基, 石川智基, 満武巨裕, 佐藤淳平, 高橋由光, 中山健夫, 内海貴裕, 西川佳孝, 星野伸晃, 堀松高博, 合田和生, 喜連川優

    日本医療・病院管理学会誌   56   2019

  • ナショナルデータベース(NDB)データ分析における病名決定ロジック作成のための研究:大腸がん

    高橋由光, 内海貴裕, 西川佳孝, 星野伸晃, 堀松高博, 佐藤淳平, 合田和生, 喜連川優, 石川智基, 満武巨裕, 中山健夫

    日本医療・病院管理学会誌   56   2019

  • NDBを用いた北海道における死亡前1年間の医療費の二次医療圏間比較

    小林永一, 高塚伸太朗, 高塚伸太朗, 山口徳藏, 佐瀬雄治, 石川智基, 森井康博, 小笠原克彦

    医療情報学連合大会プログラム・抄録集   38th   2018

  • NDBレセプト情報を用いた北海道における死亡前1年間の1人当たり医療費の分析

    森井康博, 高塚伸太朗, 高塚伸太朗, 山口徳藏, 佐瀬雄治, 石川智基, 小林永一, 小笠原克彦

    医療情報学連合大会プログラム・抄録集   38th   2018

  • Analysis of per-patient Terminal Medical Expenses in Hokkaido Using National Database

    森井康博, 高塚伸太朗, 山口徳藏, 佐瀬雄治, 石川智基, 小林永一, 小笠原克彦

    医療情報学連合大会論文集(CD-ROM)   38th   2018

  • Comparative Analysis of Main disease of NDB reception information and Underlying cause of death in death cause statistics

    佐瀬雄治, 高塚伸太朗, 高塚伸太朗, 山口徳藏, 石川智基, 森井康博, 小林永一, 小笠原克彦

    医療情報学連合大会論文集(CD-ROM)   38th   2018

  • The Comparison of terminal medical expenditures between secondary medical care areas in Hokkaido using National Database

    小林永一, 高塚伸太朗, 高塚伸太朗, 山口徳藏, 佐瀬雄治, 石川智基, 森井康博, 小笠原克彦

    医療情報学連合大会論文集(CD-ROM)   38th   2018

  • NDBレセプト情報における死亡時主傷病名と死因統計における原死因の比較検討

    佐瀬雄治, 高塚伸太朗, 高塚伸太朗, 山口徳藏, 石川智基, 森井康博, 小林永一, 小笠原克彦

    医療情報学連合大会プログラム・抄録集   38th   2018

  • 脳神経外科領域の医療資源に対する患者アクセス

    水口比呂, 小林永一, 藤原健祐, 石川智基, 小笠原克彦

    北海道放射線技術雑誌   83 ( 83 )   81 - 81   2017.10

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    J-GLOBAL

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Presentations

  • 機械学習を用いた救急受診患者の入院予測モデル構築とSHAPに基づく寄与度評価:電子カルテ・レセプト統合データの活用

    石川 智基, 田口 怜奈, 山下 信哉, 柴橋 慶多

    2026.1 

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    Event date: 2026.1

    Language:Japanese   Presentation type:Oral presentation (general)  

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  • How should we think about the issue of the allocation of diagnostic equipment?―from the perspective of medical economics and data analysis―

    2025.4 

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    Event date: 2025.4

    Language:Japanese   Presentation type:Symposium, workshop panel (nominated)  

    File: prog81_abst.pdf

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  • Development of a modeling method based on real-world data to support policy-making related to regional healthcare collaboration: Implementation of a visualization application for providing data-driven insights

    Tomoki Ishikawa, Hiromasa Yoshimoto, Junko Hattori, Kazuo Goda, Naohiro Mitsutake

    17th Annual Conference on the Science of Dissemination and Implementation  2024.12 

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    Event date: 2024.12

    Language:English   Presentation type:Poster presentation  

    File: 2024-08-17thDandI.pdf

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  • 脳梗塞患者における医療連携の実態可視化および構造評価:レセプトデータベースを用いたネットワーク構造モデル開発の試み

    石川 智基, 賀好 昭仁, 吉本 廣雅, 服部 純子, 合田 和生, 満武 巨裕

    第44回医療情報学連合大会(第25回日本医療情報学会学術大会)  2024.11 

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    Event date: 2024.11

    Language:Japanese   Presentation type:Oral presentation (general)  

    File: 2024-07-第44回医療情報.pdf

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  • 放射線技術学に特化した 大規模言語モデルRadTechBERTの開発と 評価用データセットの生成

    谷川原綾子, 横濱則也, 安渡大輔, 谷川琢海, 青木陽介, 相澤光博, 祐児, 石川智基, 西本尚樹, 坂野隆明, 上杉正人, 川眞田実

    第1回日本放射線医療技術学術大会  2024.10 

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  • Boundaries of health accounts and borderline cases Country cases – Japan Invited

    Tomoki Ishikawa, Nohiro Mitsutake

    19th WHO-OECD Annual Meeting of Asia Pacific Health Accounts Experts  2024.8 

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    Event date: 2024.8

    Language:English   Presentation type:Symposium, workshop panel (nominated)  

    File: 19th WHO-OECD NHA meeting Agenda_for sharing 19Aug.pdf

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  • Evaluation of Sharing Use on Diagnostic Imaging Devices Based on Graph Structure: Network analysis using receipt data

    2022.11 

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    Event date: 2022.11

    Language:Japanese   Presentation type:Oral presentation (general)  

    File: 3-F-1-04.pdf

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  • - Invited

    日本医療情報学会関西支部 2021年度 第2回講演会  2022.3 

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  • Health Workforce Planning and Predictive Models -Sharing the Japanese experience - Invited

    Tomoki Ishikawa, Katsuhiko Ogasawara

    International Symposium Research Workshop health work management  2020.12 

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    Event date: 2020.12

    Language:English   Presentation type:Oral presentation (invited, special)  

    File: Programa_0017742045_Programacao_Seminario_Internacional_3_e_4_de_dezembro_final_19.11.pdf

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  • COVID-19流行下における時限的制度介入が遠隔診療利用に与えた影響の評価 ーレセプトデータを用いた分割時系列解析ー

    石川 智基, 満武 巨裕, 佐藤 淳平, 服部 純子, 合田 和生, 喜連川 優

    第41回医療情報学連合大会  2021.11 

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    File: 2-G-1-07.pdf

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  • - Invited

    2022.7 

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    File: ishikawa_詳細抄録.pdf

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  • 医療機器に関するヘルスサービスリサーチ研究入門

    石川 智基

    日本放射線技術学会 医療情報部会  2022.7 

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  • Glucagon-like peptide-1 receptor agonists decrease cancer incidences in type 2 diabetes: a cohort study using the National Database of Health Insurance Claims of Japan

    R. Ishibashi, M. Koshizaka, T. Ishikawa, K. Goda, J Sato, M Kitsuregawa, K. Yokote, N Mitsutake

    European Association for the Study of Diabetes 2020  2020.9 

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  • Glucagon-like peptide-1 receptor agonists reduce cerebral and cardiovascular events: real world analysis using the National Database of Japan

    M. Koshizaka, R. Ishibashi, T. Ishikawa, K. Goda, J. Sato, M. Kitsuregawa, K. Yokote, N.Mitsutake

    European Association for the Study of Diabetes 2020  2020.9 

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  • Predicting Long-Term Care Demand from Medical and Long-Term Care Insurance Claims in Japan

    Jumpei Sato, Kazuo Goda, Masaru Kitsuregawa, Tomoki Ishikawa, Naohiro Mitsutake

    AMIA 2021 Virtual Informatics Summit  2021.3 

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  • ⾃治体レセプトデータを⽤いた遠隔診療の利⽤動向

    石川 智基

    医療経済研究機構調査研究報告会  2021.6 

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    File: program_20210615.pdf

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  • 大規模レセプトデータを使用した画像診断機器の需給地域差分析

    石川 智基

    第24回日本医療情報学会北海道支部会学術大会  2025.2 

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  • 行政ビッグデータ分析基盤を用いた 画像診断機器利用状況の可視化及び評価に関する研究

    石川 智基

    ファイザーヘルスリサーチ振興財団 第29回ヘルスリサーチフォーラム  2022.12 

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    File: hrfm29_program.pdf

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  • RStudioを用いた線量データ分析

    石川智基

    日本診療放射線技術学会 Pacs Specialistセミナー  2023 

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  • 画像を超えた放射線関連医療情報研究に向けて

    石川 智基

    JRC2023/第79回日本放射線技術学会総会学術大会  2023.4 

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    File: JRC2021_抄録.pdf

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  • NDBオープンデータを用いたリハビリテーションの需給の経時変化に関する分析

    森井 康博, 安彦 かがり, 石川 智基, 藤原 健祐, 此村 恵子, 小笠原 克彦

    日本医療情報学会 第27回日本医療情報学会春季学術大会(シンポジウム2023)  2023.6 

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  • Analyzing patient-sharing network using an administrative claim database in Japan

    Tomoki Ishikawa, Akihito Kako, Hiromasa Yoshimoto, Junko Hattoric, Kazuo Goda, Naohiro Mitsutake

    MedInfo 2023 – the 19th world congress on medical and health  2023.7 

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  • リフィル処方新設と分割処方動向との関連:大規模レセプトデータを用いた政策前後の比較

    第61回日本医療・病院管理学会 学術総会  2023.9 

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  • 難病対策のSDGsを考える: 難病政策と医療経済 Invited

    石川 智基

    国際シンポジウム「中性脂肪と希少難病」  2023.10 

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  • データサイエンスの基礎知識 Invited

    石川智基

    第51回日本放射線技術学会秋季学術大会  2023.10 

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  • 高血圧患者における遠隔診療利用と服薬アドヒアランスの関連

    石川 智基, 山名 隼人, 大野 幸子, 康永 秀生

    日本臨床疫学会第5回年次学術大会  2022.11 

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  • 要支援・要介護高齢者に対する保険薬局薬剤師の在宅訪問継続実態とその中断に関連する要因:医療・介護連結データ分析

    田口 ‌怜奈, 岡田 啓, 土屋 瑠見子, 北村 智美, 石川 智基, 杉本 友里, 堀田 亜莉沙, 浜田 将太

    第58回日本薬剤師会学術大会  2025.10 

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  • NDBを活用した大腸がんにおける患者数・医療費推計の試み

    石川 智基, 満武 巨裕, 佐藤 淳平, 高橋 由光, 中山 健夫, 内海 貴裕, 西川 佳孝, 星野 伸晃, 堀松 高博, 合田 和生, 喜連川 優

    第57回日本医療・病院管理学会  2019.11 

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  • ナショナルデータベース(NDB)データ分析における病名決定ロジック作成の ための研究:大腸がん

    高橋 由光, 内海 貴裕, 川 佳孝, 星野 伸晃, 堀松 高博, 佐藤 淳平, 合田 和生, 喜連川 優, 石川 智基, 満武 巨裕, 中山 健夫

    第57回日本医療・病院管理学会学術総会  2019.11 

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  • 放射線画像検査の利用実態における地域差分析

    石川智基, 満武 巨裕, 佐藤淳平, 合田 和生, 喜連川 優

    第39回医療情報学連合大会  2019.11 

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    File: 2-E-1-06.pdf

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  • 地域医療における医療資源配置の評価に関する研究 ―脳卒中診療・画像診断装置を対象に―

    石川智基

    医療経済研究機構 調査研究報告会  2019.11 

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  • 医療経済・統計情報から考える画像診断の医療制度―公的統計・レセプトデータを例に― Invited

    石川智基

    JRC2020/ 第76回日本放射線技術学会総会学術大会 [ 医療情報専門部会講座]  2020.5 

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    File: JRC2020_MyAbstract_20200525_0927.pdf

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  • Estimating the Number of CT and MRI Patients and the Number of Examinations per a Patient; Using NDB (National Database)

    Ishikawa T, Sato J, Goda K, Mitsutake N

    JRC2020  2020.5 

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    File: JRC2020_MyAbstract_20200525_0927.pdf

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  • レセプト情報等データベースを活用した放射線画像診断における利用状況可視化の試み

    石川智基, 佐藤淳平, 合田和生, 満武巨裕

    第47回日本放射線技術学会秋季学術大会  2019.10 

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    Tanikawa T, FUjiwara K, Ishikawa T, Ogasawara K

    2019.10 

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  • わが国における高血圧治療薬の使用実態:レセプト情報・特定健診等情報データベース を用いた分析

    和氣宗, 三浦克之, 田中佐智子, 大屋祐輔, 野出孝一, 伊藤裕, 佐藤淳平, 合田和生, 喜連川優, 石川智基, 満武巨裕

    第42回日本高血圧学会総会  2019.10 

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  • 我が国の全国および都道府県別の高血圧受療者数および受療率:厚生労働省レセプト 情報・特定健診等情報データベースを用いた分析

    三浦克之, 田中佐智子, 和氣宗, 大屋祐輔, 野出孝一, 伊藤裕, 佐藤淳平, 合田和生, 喜連川優, 石川智基, 満武巨裕

    第42回日本高血圧学会総会  2019.10 

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  • 北海道における医療従事者の地域偏在度の職種間比較

    森井 康博, 石川 智基, 鈴木 哲平, 辻 真太朗, 小笠原 克彦

    第21回日本医療情報学会春季学術大会  2017.6 

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  • 北海道における産婦人科・小児科医師数の需給予測評価の試み

    石川智基, 藤原健祐, 森井康博, 鈴木哲平, 辻真太朗, 小笠原克彦

    日本医療情報学会 第15回 北海道支部学術大会  2017.7 

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    Venue:札幌  

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  • 人口構造の変化を考慮したDemand-based approachによる医療需給の将来予測―北海道の救急医療を対象として―

    石川 智基, 藤原 健祐, 鈴木 哲平, 辻 真太郎, 小笠原 克彦

    第37回医療情報学連合大会  2017.11 

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    Venue:大阪  

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  • System Dynamicsによる医師数充足と地域偏在の将来予測―北海道の周産期医療を対象として―

    石川 智基, 藤原 健祐, 森井 康弘, 鈴木 哲平, 辻 真太郎, 小笠原 克彦

    第37回医療情報学連合大会  2017.11 

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    Venue:大阪  

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  • NDBを活用した疾病分類別の将来患者数・医療費予測

    石川 智基, 高塚 伸太朗, 山口 徳藏, 佐瀬 雄治, 森井 康博, 小林 永一, 小笠原 克彦

    第38回医療情報学連合大会(第19回日本医療情報学会学術大会)  2018.11 

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    Venue:福岡  

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  • Study on international statistical indicators using the National Database of Health Insurance Claims and Specific Health Checkups of Japan. Invited

    Tomoki Ishikawa

    2019.6 

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  • A Cost-effectiveness Simulation of Specialist Dispatching System in Japan for Treatments of Patients with Acute Ischemic Stroke Using Geographic Information System International conference

    Yasuhiro Morii, Toshiya Osanai, Tomoki Ishikawa, Kensuke Fujiwara, Takumi Tanikawa, Eiichi Kobayashi, Katsuhiko Ogasawara

    The 17th World Congress of Medical and Health Informatics  2019.9 

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  • 当院における非接続型 X 線測定器を用いた X 線透視診断装置の線量測定経験

    石川 智基, 春木 秀敏, 平野 雄士

    平成28年度 一般社団法人北海道放射線技師会秋季会員研究発表会  2016 

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  • システムダイナミクスを用いた日本における理学療法士数の将来予測

    森井 康博, 石川 智基, 鈴木 哲平, 辻 真太朗, 小笠原 克彦

    第36回医療情報学連合大会  2016 

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  • 北海道における理学療法士の地域偏在評価

    森井 康博, 石川 智基, 鈴木 哲平, 辻 真太朗, 小笠原 克彦

    第14回医療情報学会北海道支部学術大会  2017 

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  • システムダイナミクスを用いた診療科別医師数とその充足度の将来予測

    石川智基, 横岡由姫, 大場久照, 小笠原克彦

    第31回医療情報学連合大会  2011.11 

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  • 診療科別医師数とその充足度の予測

    石川 智基, 横岡 由姫, 大場 久照, 小笠原 克彦

    第5回医療情報学会北海道支部学術大会  2012 

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  • 北海道におけるSystem Dynamicsと地理情報システムの組合せによる将来医師数の評価

    石川 智基, 桑原 智美, 寺下 貴美, 大場 久照, 小笠原 克彦

    第32回医療情報学連合大会  2012 

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  • Analysis the future shortage and maldistribution of physician by forecasting based on System Dynamics modeling approach International conference

    Ishikawa T, Ohba H, Kuwabara T, Terashita T, Ogasawara K

    The 7th Asia Pacific Association for Medical Informatics Conference  2012 

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  • System Dynamicsアプローチによる医師の充足と偏在に関する予測

    石川智基

    平成25年度 一般社団法人北海道放射線技師会秋季会員研究発表会  2013 

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  • 診療放射線技師法改正が検査業務に与える影響の経済的検討

    石川智基, 平野雄士

    平成26年度 一般社団法人北海道放射線技師会秋季会員研究発表会  2014 

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  • 医療被ばくの最近の話題 -日本版DRLの発表を受けて-

    石川 智基, 高橋 竜樹, 宮永 博志, 舟見 基

    平成27年度 一般社団法人北海道放射線技師会 秋季会員研究発表会  2015 

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  • 当院における線量測定の実践

    石川 智基, 春木 秀敏, 平野 雄士

    日本消化器がん検診学会北海道支部放射線研修委員会  2016 

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  • 全国からみた北海道の診療科別医師構成に基づく地域特性の分析

    大場 久照, 鳴海 彩香, 谷川 琢海, 石川 智基, 上杉 正人, 小笠原 克彦

    第31回医療情報学連合大会  2011 

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Awards

  • 若手研究奨励賞

    2026.1   日本医療情報学会北海道支部  

    石川智基

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    Award type:Award from Japanese society, conference, symposium, etc.  Country:Japan

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  • Specialised committee Recommended Excellent CyPos Award

    2020.6   JRC2020  

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    Award type:Award from Japanese society, conference, symposium, etc.  Country:Japan

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  • 第58回日本薬剤師会学術大会 ポスター優秀賞

    2025.10  

    田口怜奈, 岡田啓, 土屋瑠見子, 北村智美, 石川智基, 杉本友里, 堀田亜莉沙, 浜田将太

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  • International Association of Gerontology and Geriatrics (IAGG) アジア/オセアニア国際老年学会議2023

    2023.6  

    Taguchi R., Hamada S, Michihata N., Tsuchiya-Ito R., Ishikawa T., Nishida K., Kitamura S., Hattori S.

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  • 第7回日本老年薬学会学術大会 優秀演題賞

    2023.5  

    田口怜奈, 浜田将太, 道端伸明, 土屋瑠見子, 岩上将夫, 石川智基, 西田和正, 北村智美, 服部真治

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Research Projects

  • レセプトデータおよび電子カルテデータを活用した救急搬送適正評価モデルの構築

    2025.4 - 2026.3

    TOMOKI ISHIKAWA

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  • Development of Large-Scale Receipt Data Analysis Technology to Assess Higher-Order Healthcare Supply and Demand in Support of Patient-sharing Policies

    Grant number:24K13383  2024.4 - 2027.3

    Japan Society for the Promotion of Science  Grants-in-Aid for Scientific Research  Grant-in-Aid for Scientific Research (C)

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    Authorship:Principal investigator 

    Grant amount:\4,550,000 ( Direct Cost: \3,500,000 、 Indirect Cost:\1,050,000 )

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  • OECDのSHA手法に適用可能な保健医療支出推計の速報化とCOVID-19関連費用算出に関する研究

    2024.4 - 2025.3

    厚生労働省  政策科学総合研究事業(政策科学推進研究事業) 

    石川智基

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  • リアルワールドデータを用いた「リフィル処方箋」に関する政策対応前後の比較研究

    2023

    TOMOKI ISHIKAWA

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    2022.11 - 2023.12

    Tomoki Ishiakwa

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  • Development of a supply and demand assessment method using NDB and combination medical and Long-term care data for regional resource allocation planning

    Grant number:21K17240  2021.4 - 2023.3

    Japan Society for the Promotion of Science  Grants-in-Aid for Scientific Research Grant-in-Aid for Early-Career Scientists  Grant-in-Aid for Early-Career Scientists

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    Grant amount:\4,550,000 ( Direct Cost: \3,500,000 、 Indirect Cost:\1,050,000 )

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  • 行政ビッグデータ分析基盤を用いた画像診断機器利用状況の可視化及び評価に関する研究

    2020.12 - 2021.11

    公益財団法人ファイザーヘルスリサーチ振興財団  ヘルスリサーチ研究助成  国内共同研究(満39歳以下)

    石川智基

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    Authorship:Principal investigator 

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  • Development of methodology for evaluation supply and demand in community healthcare: Construction of prediction model using NDB

    Grant number:18K17308  2018.4 - 2022.3

    Japan Society for the Promotion of Science  Grants-in-Aid for Scientific Research Grant-in-Aid for Early-Career Scientists  Grant-in-Aid for Early-Career Scientists

    Ishikawa Tomoki

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    Grant amount:\3,640,000 ( Direct Cost: \2,800,000 、 Indirect Cost:\840,000 )

    The response of healthcare delivery systems to demographic changes such as aging and declining populations is a challenge for other countries. In Japan, which faces this social challenge ahead of other countries, there is an academic as well as social demand to evaluate the supply and demand of medical care from the perspective of regional medical care. The main objective of this study was to develop an analytical method to provide information to support strategic planning of medical care, and the research was conducted using official statistical information and a receipt database. In particular, as the use of the latter database has become more widespread, this study examined its potential for use. Specific topics addressed included future estimates of the medical supply-demand balance, the relationship between medical resources and accessibility, and cost-effectiveness assessment, and were reported in papers and conference presentations.

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  • ナショナルデータベース(NDB)データ分析における病名決定ロジック作成のための研究

    2018.4

    厚生労働科省  厚生労働科学研究費補助金 

    満武巨裕

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    Grant type:Competitive

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  • 既存の公的統計を利用した厚生労働統計分野における国際統計報告の可能性の探索に関する研究

    2017.4 - 2019.3

    厚生労働科省  厚生労働科学研究費補助金 

    満武巨裕

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    Grant type:Competitive

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Teaching Experience

  • 地域ヘルスケアマネジメント

    2025 Institution:Otaru University of Commerce

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  • Special Lecture on Medical Management

    2024 Institution:Hokkaido University

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    2022.4 Institution:Seijo University

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  • 医療経済学

    2019.10 - 2026.3 Institution:東海大学医学部

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  • 医療産業論

    2019.6 Institution:一橋大学

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  • 医療と経済・社会

    2019.4 Institution:文京学院大学

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  • Health Policy

    2019 - 2021 Institution:Hokkaido University

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  • 社会保障・福祉論

    Institution:北海道大学

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  • 医療情報学

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  • 医療情報演習応用

    Institution:北海道情報大学

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  • 病院経営ケーススタディ

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  • 医用画像情報学実験

    Institution:北海道大学

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  • 医療マネジメント特講

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  • 基礎撮影技術学実習

    Institution:北海道大学

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Social Activities

  • 愛知県豊明市 介護保険事業計画策定アドバイザー(分析担当)

    Role(s): Advisor

    2020 - 2021

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    Type:Other

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  • ISFJ政策フォーラム 論文審査委員

    Role(s): Organizing member

    2017 - 2024

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Media Coverage

  • 受動的移動手段を用いると3年後の手段的日常生活動作低下リスクが1.93倍に Internet

    日本の研究.com  2023.4

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    医療経済研究機構(所⻑=遠藤久夫)は、愛知県豊明市とNTTデータ経営研究所との共同研究協定に基づき、「多様なサービス・資源による自立支援・介護予防効果の研究〜豊明市における介護予防・日常生活支援総合事業等の効果分析〜」に取り組んでいます。その一環として実施した住⺠健康実態調査(介護予防・日常生活圏域ニーズ調査)や要介護認定情報・被保険者情報を組合せたデータ分析を行いました。その結果、高齢者の日常生活における移動の性質が「能動的」か「受動的」かという選択が、手段的日常生活機能動作レベルの変化と関連があることを明らかにしました。本研究の結果が、英語論文雑誌「BMCPublicHealth」にて掲載されましたので、概要をお知らせします。

    その他,
    QLifePro: https://www.qlifepro.com/news/20230412/transportation-older-adults.html
    POST: https://1post.jp/en/6984

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    MEDIFAX  2021.6

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    2019.9

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  • システム・ダイナミクスによる医師数の予測- 社会変動の影響も分析可能- Newspaper, magazine

    北海道医療新聞  2013.12

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