Launched two CMDS courses at Kobe University: DX Foundations and Statistics Hands-on for Experimental Sciences.神戸大学 CMDS のリカレント教育講座 「DX基礎講座」 および 「実験科学のための統計学ハンズオン」 が開講しました。
Research Interests
My primary research interest lies in developing statistical methods that bridge the gap between theory and practice, and applying them to real-world problems. In particular, I work on robust approaches in statistical causal inference that leverage machine learning to address diverse and complex scenarios. While collaborating widely with researchers across many fields, I lead studies as principal investigator in preventive medicine, the social sciences, and economics.
主たる研究関心は統計学の理論と実践の隔たりを埋める手法の開発と、その実問題への応用にあります。とりわけ統計的因果推論において機械学習を応用することで、多様かつ複雑な状況に対応できる頑健な手法の提案に取り組んでいます。応用研究では広い領域の研究者と共同研究を進めながら、予防医学・社会科学・経済学における研究を PI として進めています。
Publications
* First / co-first author筆頭・共同筆頭著者 † Corresponding / co-corresponding author責任・共同責任著者
Peer-Reviewed Original Articles査読付き原著論文 (130)
2026
- Cross-sectional Associations of Serum Sodium, Potassium, and Chloride with Cognition in Patients on Hemodialysis: The Osaka Dialysis Complication Study (ODCS).. Kidney Med. 2026 View Paper
- * Double/debiased machine learning for causal inference on survival function: an application to the role of e-learning programme on unemployment duration. Appl. Econ. Lett. 2026 View Paper
- Age-Dependent Variation in Blood Biopterin Peaks Following Oral Tetrahydrobiopterin Administration in Phenylketonuria.. J. Inherit. Metab. Dis. 2026 View Paper
- *† Antenatal Magnesium Sulfate for Tocolysis and Early Enteral Feeding in Preterm Infants: A Retrospective Cohort Study.. Pediatrics International : Official Journal of the Japan Pediatric Society 2026 View Paper
2025
- *† Different associations of stay-at-home exposure with changes in body mass index and Cardiometabolic factors depending on occupational physical activity: a longitudinal quasi-experimental design.. J. Occup. Health 2025 View Paper
- * Quantifying uncertainty of individualized treatment effects in right-censored survival data: A comparison of Bayesian additive regression trees and causal survival forest. Health Serv. Outcomes Res. Methodol. 2025
- Distribution of blood pressure and its positive association with body mass index standard deviation score in pediatric patients with X-linked hypophosphatemia: a sub-group analysis from the SUNFLOWER observational study.. Endocr. J. 2025 View Paper
- Correction: Estimated T50 calciprotein crystallization test in patients undergoing hemodialysis: Osaka Dialysis Complication Study (ODCS).. Clin. Exp. Nephrol. 2025 View Paper
- Impact of Metabolic Syndrome on Renal and Cardiovascular Outcomes in Renal Transplant Recipients: A Single-Center Study in Japan. J. Clin. Med. 2025 View Paper
- Estimated T50 calciprotein crystallization test in patients undergoing hemodialysis: Osaka Dialysis Complication Study (ODCS).. Clin. Exp. Nephrol. 2025 View Paper
- A new acute pain service fee addition in Japan: a nationwide study based on a reimbursement claims database.. J. Anesth. 2025 View Paper
- *† Caloric Intake at Lunch Does Not Mediate the Impact of Eating Rate on Weight Gain Among Healthy Adults: Longitudinal Cohort Study.. Am. J. Health Promot. 2025 View Paper
- A systematic review and meta-analysis of diagnostic performance comparison between generative AI and physicians. NPJ Digit. Med. 2025 View Paper
- Clinical predictors of extubation failure in postoperative critically ill patients: a post-hoc analysis of a multicenter prospective observational study.. BMC Anesthesiol. 2025 View Paper
- Prevalence of Comorbid Hyperparathyroidism and Its Association with Renal Dysfunction in Asian Patients with X-Linked Hypophosphatemic Rickets/Osteomalacia.. Calcif. Tissue Int. 2025 View Paper
- Efficacy of 1 L polyethylene glycol plus ascorbic acid with linaclotide versus senna for bowel preparation: A multicenter, endoscopist-blinded, randomized controlled trial (Apple trial).. Am. J. Gastroenterol. 2025 View Paper
2024
- The Surprise Question in Hemodialysis, Frailty, Nutrition, Patient-reported Quality of Life, and All-Cause Mortality: The Osaka Dialysis Complication Study (ODCS).. Kidney Med. 2024 View Paper
- Associations of Cognitive Function with Serum Magnesium and Phosphate in Hemodialysis Patients: A Cross-Sectional Analysis of the Osaka Dialysis Complication Study (ODCS).. Nutrients 2024 View Paper
- Impact of X-linked hypophosphatemic rickets/osteomalacia on health and quality of life: baseline data from the SUNFLOWER longitudinal, observational cohort study.. JBMR Plus 2024 View Paper
- *† Prognostic score-based model averaging approach for propensity score estimation. BMC Med. Res. Methodol. 2024 View Paper
- Comment on: Deleterious effects of a combination therapy using fluoroquinolones and tetracyclines for the treatment of Japanese spotted fever: a retrospective cohort study based on a Japanese hospital database.. J. Antimicrob. Chemother. 2024 View Paper
- Burosumab treatment of X-linked hypophosphatemia patients: interim analysis of the SUNFLOWER longitudinal, observational cohort study.. JBMR Plus 2024 View Paper
- In reply to the Letter to Editor regarding "Evaluation of tetracycline and fluoroquinolone therapy against Japanese spotted fever: Analysis based on individual data from case reports and case series".. Int. J. Antimicrob. Agents 2024 View Paper
- *† Association between skin suture devices and incidence of incisional surgical site infection after gastrointestinal surgery: A systematic review and network meta-analysis.. J. Hosp. Infect. 2024 View Paper
- *† Health guidance intervention mitigates the escalation of predicted comprehensive cardiovascular disease risk: Interrupted time series design.. Prev. Med. 2024 View Paper
- Amino acids to prevent cardiac surgery-associated acute kidney injury: a randomized controlled trial.. JA Clin. Rep. 2024 View Paper
- Japanese study of the effects of AMG (α1-microglobulin) reduction rates on survival (JAMREDS): protocol of a multicenter prospective observational cohort study.. Blood Purif. 2024 View Paper
- Changes in FeNO, d-ROMs, and BH4 by Intravenous L-Arginine in Children and Its Putative Role in Asthma Treatment.. J. Asthma Allergy 2024 View Paper
2023
- Laparoscopic and open minor liver resection for hepatocellular carcinoma with clinically significant portal hypertension: a multicenter study using inverse probability weighting approach.. Surg. Endosc. 2023 View Paper
- Relationship between Full-Thickness Macular Hole Onset and Posterior Vitreous Detachment: A Temporal Onset Theory.. Ophthalmol. Sci. 2023 View Paper
- *† On propensity score misspecification in double/debiased machine learning for causal inference: ensemble and stratified approaches. Commun. Stat. Simul. Comput. 2023 View Paper
- *† Matching on propensity and prognostic scores can lead to different estimates of heterogeneous treatment effects: a case study and simulation. Health Serv. Outcomes Res. Methodol. 2023 View Paper
- Evaluation of tetracycline and fluoroquinolone therapy against Japanese spotted fever: Analysis based on individual data from case reports and case series.. Int. J. Antimicrob. Agents 2023 View Paper
- Clinical features and risk factors for interstitial lung disease spreading in low-dose irradiated areas after definitive radiotherapy with or without durvalumab consolidation therapy for patients with non-small cell lung cancer. Radiat. Oncol. 2023 View Paper
- Association of Serum Levels of Cholesterol Absorption and Synthesis Markers with the Presence of Cardiovascular Disease: The CACHE Study CVD Analysis.. J. Atheroscler. Thromb. 2023 View Paper
- Reduced incidence of cardiovascular disease in patients with type 2 diabetes through the integrated improvement of diabetes care by comparing two prospective observational cohorts in real-world clinical practice (JDDM 72).. Diabetes Res. Clin. Pract. 2023 View Paper
- Sepsis-related coagulopathy treatment based on the disseminated intravascular coagulation diagnostic criteria: a post-hoc analysis of a prospective multicenter observational study.. J. Intensive Care 2023 View Paper
- Decreased thymic output predicts progression of chronic kidney disease. Immun. Ageing 2023 View Paper
- Association between Familial Hypercholesterolemia and Serum Levels of Cholesterol Synthesis and Absorption Markers: The CACHE Study FH Analysis.. J. Atheroscler. Thromb. 2023 View Paper
- Real-world evidence on levodopa dose escalation in patients with Parkinson's disease treated with istradefylline.. PLoS One 2023 View Paper
- Serum Values of Cholesterol Absorption and Synthesis Biomarkers in Japanese Healthy Subjects: The CACHE Study HEALTHY Analysis. J. Atheroscler. Thromb. 2023 View Paper
2022
- Surgical Outcomes for Hepatocellular Carcinoma in Patients with Child-Pugh Class B: a Retrospective Multicenter Study.. Journal of Gastrointestinal Surgery : Official Journal of the Society for Surgery of the Alimentary Tract 2022 View Paper
- Associations of time-dependent changes in phosphorus levels with cardiovascular diseases in patients undergoing hemodialysis: results from the Japan Dialysis Active Vitamin D (J-DAVID) randomized clinical trial.. Clinical Kidney Journal 2022 View Paper
- Relationship between Diabetes Mellitus and Serum Lathosterol and Campesterol Levels: The CACHE Study DM Analysis.. J. Atheroscler. Thromb. 2022 View Paper
- Effects of alfacalcidol on cardiovascular outcomes according to alkaline phosphatase levels in the J-DAVID trial.. Sci. Rep. 2022 View Paper
- Early Atrial Tachyarrhythmia Recurrence Predicts Late Atrial Tachyarrhythmia Recurrence After the Cryo-Maze Procedure - An Observational Study.. Circulation Journal : Official Journal of the Japanese Circulation Society 2022 View Paper
- Deep Learning–Based Time-to-Death Prediction Model for COVID-19 Patients Using Clinical Data and Chest Radiographs. Journal of Digital Imaging 2022 View Paper
- Laparoscopic liver resection reduces postoperative infection in patients with hepatocellular carcinoma: a propensity score-based analysis.. Surg. Endosc. 2022 View Paper
- Age-related differences in the survival benefit of the administration of antithrombin, recombinant human thrombomodulin, or their combination in sepsis.. Sci. Rep. 2022 View Paper
- METABOLIC SYNDROME AND LONGITUDINAL RISK OF RENAL AND CARDIOVASCULAR EVENTS IN RENAL TRANSPLANT RECIPIENTS: A SINGLE CENTER STUDY IN JAPAN. Nephrol. Dial. Transplant. 2022 View Paper
- *† Response to correspondence concerning "Association between kidney function and intracerebral hematoma volume".. Journal of Clinical Neuroscience : Official Journal of the Neurosurgical Society of Australasia 2022 View Paper
- Prediction Model of Extubation Outcomes in Critically Ill Patients: A Multicenter Prospective Cohort Study. J. Clin. Med. 2022 View Paper
- Trends in glycemic control in patients with insulin therapy compared with non-insulin or no drugs in type 2 diabetes in Japan: a long-term view of real-world treatment between 2002 and 2018 (JDDM 66). BMJ OPEN DIABETES RESEARCH & CARE 2022 View Paper
- Maskless 2-Dimensional Digital Subtraction Angiography Generation Model for Abdominal Vasculature using Deep Learning.. Journal of Vascular and Interventional Radiology : JVIR 2022 View Paper
- Association of Kidney Function with Serum Levels of Cholesterol Absorption and Synthesis Markers: The CACHE Study CKD Analysis.. J. Atheroscler. Thromb. 2022 View Paper
- *† Estimating the treatment effect with propensity score when the effect varies by patient characteristics: A case study and simulation. Commun. Stat. Case Stud. Data Anal. Appl. 2022 View Paper
- Development and validation of a deep learning model for detection of breast cancers in mammography from multi-institutional datasets. PLoS One 2022 View Paper
- *† Association between kidney function and intracerebral hematoma volume.. Journal of Clinical Neuroscience : Official Journal of the Neurosurgical Society of Australasia 2022 View Paper
- Pain at the First Post-hemorrhoidectomy Defecation Is Associated with Stool Form.. Journal of the Anus, Rectum and Colon 2022 View Paper
- Dialysate calcium, alfacalcidol, and clinical outcomes: A post-hoc analysis of the J-DAVID trial.. PLoS One 2022 View Paper
- Association of antithrombin with development of trauma-induced disseminated intravascular coagulation and outcomes.. Frontiers in Immunology 2022 View Paper
2021
- Ivermectin administration is associated with lower gastrointestinal complications and greater ventilator-free days in ventilated patients with COVID-19: A propensity score analysis.. Journal of Infection and Chemotherapy : Official Journal of the Japan Society of Chemotherapy 2021 View Paper
- Impact of laparoscopic parenchyma-sparing resection of lesions in the right posterosuperior liver segments on surgical outcomes: A multicenter study based on propensity score analysis.. Surgery 2021 View Paper
- * Variable selection in double/debiased machine learning for causal inference: an outcome-adaptive approach. Commun. Stat. Simul. Comput. 2021 View Paper
- Impact of Advancing Age on the Status and Risk of Postoperative Infections After Liver Resection.. World Journal of Surgery 2021 View Paper
- Artificial intelligence-supported lung cancer detection by multi-institutional readers with multi-vendor chest radiographs: a retrospective clinical validation study.. BMC Cancer 2021 View Paper
- Association Between Sternotomy Versus Thoracotomy and the Prevalence and Severity of Chronic Postsurgical Pain After Mitral Valve Repair: An Observational Cohort Study.. Journal of Cardiothoracic and Vascular Anesthesia 2021 View Paper
- A Double-Blind, Placebo-Controlled Study of Ultrasound-Guided Pulsed Radiofrequency Treatment of the Saphenous Nerve for Refractory Osteoarthritis-Associated Knee Pain.. Pain Physician 2021 View Paper
- The Prognostic Impact of Tumor Differentiation on Recurrence and Survival after Resection of Hepatocellular Carcinoma Is Dependent on Tumor Size.. Liver Cancer 2021 View Paper
- Impact of stroke history on the presence of cerebral microbleeds in hemodialysis patients.. BMC Neurology 2021 View Paper
- U-Shaped Association Between Intraoperative Net Fluid Balance and Risk of Postoperative Recurrent Atrial Tachyarrhythmia Among Patients Undergoing the Cryo-Maze Procedure: An Observational Study.. Journal of Cardiothoracic and Vascular Anesthesia 2021 View Paper
- Antiplatelet therapy and future intracerebral hemorrhage in hemodialysis patients with cerebral microbleeds.. Journal of Clinical Neuroscience : Official Journal of the Neurosurgical Society of Australasia 2021 View Paper
- Deep Learning-based Angiogram Generation Model for Cerebral Angiography without Misregistration Artifacts.. Radiology 2021 View Paper
- Association of the Yips and Musculoskeletal Problems in Highly Skilled Golfers: A Large Scale Epidemiological Study in Japan.. Sports (Basel, Switzerland) 2021 View Paper
- Cinacalcet may suppress kidney enlargement in hemodialysis patients with autosomal dominant polycystic kidney disease.. Sci. Rep. 2021 View Paper
- Assessing liver stiffness with conventional cut-off values overestimates liver fibrosis staging in patients who received the Fontan procedure.. Hepatology Research : the Official Journal of the Japan Society of Hepatology 2021 View Paper
- Multivariate analysis of causal factors influencing accuracy of guided implant surgery for partial edentulism: a retrospective clinical study.. International Journal of Implant Dentistry 2021 View Paper
- Gender-specific analysis for the association between trunk muscle mass and spinal pathologies.. Sci. Rep. 2021 View Paper
- Comparative Effects of Etelcalcetide and Maxacalcitol on Serum Calcification Propensity in Secondary Hyperparathyroidism: A Randomized Clinical Trial.. Clinical Journal of the American Society of Nephrology : CJASN 2021 View Paper
- Effect of Earlier Door-to-CT and Door-to-Bleeding Control in Severe Blunt Trauma: A Retrospective Cohort Study.. J. Clin. Med. 2021 View Paper
- Clinical and Genetic Characteristics of Patients with Mild Hyperphenylalaninemia Identified by Newborn Screening Program in Japan.. International Journal of Neonatal Screening 2021 View Paper
- Oxidative Stress and Inflammation as Predictors of Mortality and Cardiovascular Events in Hemodialysis Patients: The DREAM Cohort.. J. Atheroscler. Thromb. 2021 View Paper
- Effect of long-term rigid gas-permeable contact lens wear on keratoconus progression.. The British Journal of Ophthalmology 2021 View Paper
- Chest physical therapy reduces pneumonia following inhalation injury.. Burns : Journal of the International Society for Burn Injuries 2021 View Paper
- Impact of background factors on outcomes of pharmacological therapy for chronic low back pain: A nationwide multicenter prospective study.. Journal of Orthopaedic Science : Official Journal of the Japanese Orthopaedic Association 2021 View Paper
- Safety and Efficacy of Tandem Hemodialysis and Selective Plasma Exchange in Pretransplant Desensitization of ABO-Incompatible Kidney Transplantation.. Blood Purif. 2021 View Paper
- Crosstalk Between NDP52 and LUBAC in Innate Immune Responses, Cell Death, and Xenophagy.. Frontiers in Immunology 2021 View Paper
- Comparison of the Effectiveness of Pharmacological Treatments for Patients with Chronic Low Back Pain: A Nationwide, Multicenter Study in Japan.. Spine Surgery and Related Research 2021 View Paper
2020
- Multivariate analysis of the influence of prosthodontic factors on peri-implant bleeding index and marginal bone level in a molar site: A cross-sectional study.. Clinical Implant Dentistry and Related Research 2020 View Paper
- A Prospective, Randomized, Open-Label Trial of Early versus Late Favipiravir Therapy in Hospitalized Patients with COVID-19.. Antimicrobial Agents and Chemotherapy 2020 View Paper
- Identifying Septic Shock Populations Benefitting From Polymyxin B Hemoperfusion: A Prospective Cohort Study Incorporating a Restricted Cubic Spline Regression Model.. Shock (Augusta, Ga.) 2020 View Paper
- Comparison of 1-year recurrence-free survival between sevoflurane and propofol use for general anesthesia management in primary breast cancer surgery.. J. Anesth. 2020 View Paper
- Hematological Abnormalities and Malnutrition Mediate Pathway between Cancer and Outcomes in Ischemic Stroke Patients.. Journal of Stroke and Cerebrovascular Diseases : the Official Journal of National Stroke Association 2020 View Paper
- Positive correlation between pancreatic volume and post-endoscopic retrograde cholangiopancreatography pancreatitis.. Journal of Gastroenterology and Hepatology 2020 View Paper
- Predictive factors of outcome of selective retina therapy for diabetic macular edema.. International Ophthalmology 2020 View Paper
- Frailty is associated with dialysis duration before transplantation in kidney transplant recipients: A Japanese single-center cross-sectional study.. International Journal of Urology : Official Journal of the Japanese Urological Association 2020 View Paper
- Factors associated with diabetic polyneuropathy-related sensory symptoms and signs in patients with polyneuropathy: A cross-sectional Japanese study (JDDM 52) using a non-linear model.. J. Diabetes Investig. 2020 View Paper
- Selective plasma exchange in ABO-incompatible kidney transplantation: comparison of substitution with albumin and partial substitution with fresh frozen plasma.. Sci. Rep. 2020 View Paper
- Impact of Consultation Length on Satisfaction in Patients with Chronic Low Back Pain: A Nationwide Multicenter Study in Japan.. Spine Surgery and Related Research 2020 View Paper
2019
- Type and Size of Implanted Bioprosthetic Valve Rather Than Intraoperative Peak Transprosthetic Valvular Velocity Predict Postoperative Midterm Prosthesis-Patient Mismatch in Patients Undergoing Surgical Aortic Valve Replacement.. Journal of Cardiothoracic and Vascular Anesthesia 2019 View Paper
- Identifying Sepsis Populations Benefitting from Anticoagulant Therapy: A Prospective Cohort Study Incorporating a Restricted Cubic Spline Regression Model.. Thrombosis and Haemostasis 2019 View Paper
- Translation and validation of the 8-item Contact Lens Dry Eye Questionnaire (CLDEQ-8) among Japanese soft contact lens wearers: The J-CLDEQ-8.. Contact Lens & Anterior Eye : the Journal of the British Contact Lens Association 2019 View Paper
- Cost-effectiveness analysis of the pharmacological management of chronic low back pain with four leading drugs.. Journal of Orthopaedic Science : Official Journal of the Japanese Orthopaedic Association 2019 View Paper
- Contemporary outcomes of the concomitant CryoMaze procedure.. Interactive Cardiovascular and Thoracic Surgery 2019 View Paper
- Translation and Validation of the 8-Item Contact Lens Dry Eye Questionnaire (CLDEQ-8) among Japanese Soft Contact Lens Wearers: the J-CLDEQ-8. INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE 2019 View Paper
- Serum albumin as a risk factor for death in patients with prolonged sepsis: An observational study.. Journal of Critical Care 2019 View Paper
- Long-term Chronological Changes in Very Asymmetric Keratoconus.. Cornea 2019 View Paper
- ISSLS PRIZE IN CLINICAL SCIENCE 2019: clinical importance of trunk muscle mass for low back pain, spinal balance, and quality of life-a multicenter cross-sectional study.. European Spine Journal : Official Publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society 2019 View Paper
- Crosstalk between tumor necrosis factor-alpha signaling and aryl hydrocarbon receptor signaling in nuclear factor -kappa B activation: A possible molecular mechanism underlying the reduced efficacy of TNF-inhibitors in rheumatoid arthritis by smoking.. Journal of Autoimmunity 2019 View Paper
- Efficacy of selective plasma exchange as pre-transplant apheresis in ABO-incompatible kidney transplantation. Renal Replace. Ther. 2019 View Paper
- A Multicenter Retrospective Study of Elective Neck Dissection for T1-2N0M0 Tongue Squamous Cell Carcinoma: Analysis Using Propensity Score-Matching.. Annals of Surgical Oncology 2019 View Paper
- Parathyroid hormone and premature thymus ageing in patients with chronic kidney disease.. Sci. Rep. 2019 View Paper
- Usefulness of serum biopterin as a predictive biomarker for childhood asthma control: A prospective cohort study.. Allergology International : Official Journal of the Japanese Society of Allergology 2019 View Paper
- Optimal Biopsy Protocol to Evaluate Histological Effectiveness of Proton Pump Inhibitor Therapy in Patients with Eosinophilic Esophagitis.. Digestion 2019 View Paper
- Hypercalcemia Is a Risk Factor for the Progression of Aortic Calcification in Kidney Transplant Recipients.. Kidney & Blood Pressure Research 2019 View Paper
- Prediction model for cardiovascular events or all-cause mortality in incident dialysis patients.. PLoS One 2019 View Paper
2018
- Transcatheter Aortic Valve Replacement for Severe Aortic Stenosis Complicated by Sigmoid Septum.. Circulation Journal : Official Journal of the Japanese Circulation Society 2018 View Paper
- Drug-Coated Balloon Angioplasty in Atherosclerosis Patients With Popliteal Artery Involvement.. Journal of Endovascular Therapy : an Official Journal of the International Society of Endovascular Specialists 2018 View Paper
- Association of prophylactic synbiotics with reduction in diarrhea and pneumonia in mechanically ventilated critically ill patients: A propensity score analysis.. Journal of Infection and Chemotherapy : Official Journal of the Japan Society of Chemotherapy 2018 View Paper
- Predictors of postoperative bleeding after vitrectomy for vitreous hemorrhage in patients with diabetic retinopathy.. J. Diabetes Investig. 2018 View Paper
- Public attitudes in Japan toward participation in whole genome sequencing studies.. Human Genomics 2018 View Paper
- Recovery of Serum Testosterone Levels and Sexual Function in Patients Treated With Short-term Luteinizing Hormone-releasing Hormone Antagonist as a Neoadjuvant Therapy Before External Radiotherapy for Intermediate-risk Prostate Cancer: Preliminary Prospective Study.. Clinical Genitourinary Cancer 2018 View Paper
- Efficacy of a concomitant elemental diet to reduce the loss of response to adalimumab in patients with intractable Crohn's disease.. Journal of Gastroenterology and Hepatology 2018 View Paper
- Drug retention and discontinuation reasons between seven biologics in patients with rheumatoid arthritis -The ANSWER cohort study.. PLoS One 2018 View Paper
2017
- Validation of an algorithm that determines stroke diagnostic code accuracy in a Japanese hospital-based cancer registry using electronic medical records.. BMC Medical Informatics and Decision Making 2017 View Paper
- Epidemiological and outcome data in Japanese patients with deep vein thrombosis with and without malignancy.. Heart and Vessels 2017 View Paper
- Improving Outcomes of Witnessed Out-of-Hospital Cardiac Arrest After Implementation of International Liaison Committee on Resuscitation 2010 Consensus: A Nationwide Prospective Observational Population-Based Study.. Journal of the American Heart Association 2017 View Paper
- Plasma homocysteine and cerebral small vessel disease as possible mediators between kidney and cognitive functions in patients with diabetes mellitus.. Sci. Rep. 2017 View Paper
- Ideal Guiding Catheter Position During Bilaterally Engaged Percutaneous Coronary Intervention.. The American Journal of Cardiology 2017 View Paper
- Efficacy and safety of super selective bronchial artery coil embolisation for haemoptysis: a single-centre retrospective observational study.. BMJ Open 2017 View Paper
Books書籍 (2)
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加葉田大志朗Kabata D, AI技術を活用!特定保健指導の効果を対象者ごとに可視化Using AI to Visualize the Effects of Specific Health Guidance for Each Individual. 株式会社法研 へるすあっぷ21 2026年4月号(NO.498)Hoken Corporation, Health Up 21, April 2026 Issue (No. 498), 2026.
An interview featuring results from several epidemiological studies on evaluating the effects of specific health guidance, conducted jointly with the Daihatsu Motor Health Center.特定保健指導の効用評価に関する複数の疫学研究の成果についてのインタビュー記事。これらの成果はダイハツ工業株式会社保健センターとの共同研究によるものです。
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加葉田大志朗Kabata D, 医学研究のためのRによる統計解析入門Introduction to Statistical Analysis with R for Medical Research. オーム社Ohmsha, 2023.
A hands-on introduction with R to widely-used statistical methods — descriptive statistics, hypothesis testing, and various regression models — that are common in medical and many other research fields, with runnable R code published on GitHub.記述統計、仮説検定、各種回帰モデルなど、医学領域をはじめ広く活用される統計手法について、Rコードつきで解説しています。コードはGitHubで公開しています。
Preprints, Working Papers & Other Outputsプレプリント・ワーキングペーパー・その他 (36)
- *† A sensitivity analysis for non-inferiority studies with non-randomised data. arXiv 2025 View Paper
- *† Generalisable prediction model of surgical case duration: multicentre development and temporal validation. arXiv 2025 View Paper
- * Quantifying uncertainty of individualized treatment effects in right-censored survival data: A comparison of Bayesian additive regression trees and causal survival forest. 2025 View Paper
- * Double/Debiased Machine Learning for Causal Inference on Survival Function. Social Science Research Network 2024 View Paper
- * Double/debiased Machine Learning for Causal Inference on Survival Function. CSRDA Disucussion Paper 2024 View Paper
- Diagnostic Performance Comparison between Generative AI and Physicians: A Systematic Review and Meta-Analysis. medRxiv 2024 View Paper
- 周術期のアミノ酸投与による心臓手術関連腎障害抑制効果の検討:単施設単盲検無作為化比較試験Investigation of perioperative amino acid administration for cardiac surgery-associated acute kidney injury prevention: A single-center, single-blind, randomized controlled trial. 日本集中治療医学会学術集会(Web)Annual Meeting of the Japanese Society of Intensive Care Medicine 2024
- Disease Duration Differentially Affects the Clinical Efficacy of Biologics and JAK Inhibitors in Rheumatoid Arthritis: The ANSWER Cohort Study. Arthritis Rheumatol. 2024
- 慢性腰痛症に対する各種薬物療法の有効性の比較 全国多施設共同研究Comparison of the effectiveness of various pharmacotherapies for chronic low back pain: A nationwide multicenter study. Journal of Spine Research 2021
- Comparison of the effectiveness of four major drugs for chronic low back pain: A nationwide multicenter study. Journal of Spine Research (Web) 2021
- Statistical analysis method for Clinical study. 理学療法京都Physical Therapy Kyoto 2021
- 慢性腰痛症に対する薬物療法の合併症評価 肝腎機能障害を中心に 日本脊椎脊髄病学会主導多施設前向き追跡調査Complication assessment of pharmacotherapy for chronic low back pain focusing on hepatorenal dysfunction: A multicenter prospective follow-up study led by the Japanese Society for Spine Surgery and Related Research. Journal of Spine Research 2020
- 慢性腰痛症の薬物治療効果に影響する背景因子 多施設前向き研究Background factors affecting pharmacotherapy outcomes for chronic low back pain: A multicenter prospective study. Journal of Spine Research 2020
- Impact of background factors for outcome in pharmacological therapy for chronic low back pain-the nationwide multicenter prospective study. Journal of Spine Research (Web) 2020
- Adverse liver and kidney effects of analgesics for chronic low back pain: a nationwide multicenter prospective cohort study by the Japanese Society for Spine Surgery and Related Research. Journal of Spine Research (Web) 2020
- 無作為化Randomization. AMED研究公正⾼度化モデル開発⽀援事業研究者皆学習プロジェクトAMED Research Integrity Enhancement Project, Researchers' Learning Initiative 2019
- 比例ハザード回帰モデルProportional Hazards Regression Model. AMED研究公正⾼度化モデル開発⽀援事業研究者皆学習プロジェクトAMED Research Integrity Enhancement Project, Researchers' Learning Initiative 2019
- 生存時間解析Survival Analysis. AMED研究公正⾼度化モデル開発⽀援事業研究者皆学習プロジェクトAMED Research Integrity Enhancement Project, Researchers' Learning Initiative 2019
- ロジスティック回帰モデルLogistic Regression Model. AMED研究公正⾼度化モデル開発⽀援事業研究者皆学習プロジェクトAMED Research Integrity Enhancement Project, Researchers' Learning Initiative 2019
- 線形回帰モデルLinear Regression Model. AMED研究公正⾼度化モデル開発⽀援事業研究者皆学習プロジェクトAMED Research Integrity Enhancement Project, Researchers' Learning Initiative 2019
- 多変量解析Multivariate Analysis. AMED研究公正⾼度化モデル開発⽀援事業研究者皆学習プロジェクトAMED Research Integrity Enhancement Project, Researchers' Learning Initiative 2019
- 統計学的検討についてOn Statistical Considerations. 救急医学 = The Japanese Journal of Acute MedicineThe Japanese Journal of Acute Medicine 2019
- Statistical analysis of observational study. 日本ペインクリニック学会誌Journal of the Japan Society of Pain Clinicians 2019 View Paper
- Introduction to Cost-Effectiveness Research. 臨床整形外科Clinical Orthopaedic Surgery 2019 View Paper
- 平成30年度大阪府下慢性透析患者の実態調査Survey on chronic dialysis patients in Osaka Prefecture, FY2018. 大阪透析研究会会誌Journal of the Osaka Dialysis Research Society 2019
- Statistical analysis of observational data with multivariable regression model and propensity score methods. 糖尿病と妊娠 : 日本糖尿病・妊娠学会誌 = Diabetes & Pregnancy : the Journal of the Japanese Society of Diabetes and PregnancyDiabetes & Pregnancy : the Journal of the Japanese Society of Diabetes and Pregnancy 2018
- Check-list for statistical analysis in publishing medical science papers. 麻酔 = The Japanese Journal of Anesthesiology : 日本麻酔科学会準機関誌The Japanese Journal of Anesthesiology 2018
- 検定の選び方:検定は結論を変え得る! 不適切な検定を故意に選ぶのは不正行為Choosing Statistical Tests: Tests Can Change Conclusions — Deliberately Choosing Inappropriate Tests is Misconduct. AMED研究公正⾼度化モデル開発⽀援事業研究者皆学習プロジェクトAMED Research Integrity Enhancement Project, Researchers' Learning Initiative 2017
- 症例数の設計:信頼できるエビデンスを得るために症例数は計画時に必ず決めておくSample Size Planning: Always Determine Sample Size at the Planning Stage for Reliable Evidence. AMED研究公正⾼度化モデル開発⽀援事業研究者皆学習プロジェクトAMED Research Integrity Enhancement Project, Researchers' Learning Initiative 2017
- 多重性の問題:研究計画の重要性The Problem of Multiplicity: The Importance of Study Planning. AMED研究公正⾼度化モデル開発⽀援事業研究者皆学習プロジェクトAMED Research Integrity Enhancement Project, Researchers' Learning Initiative 2017
- 検定とP値:統計的エビデンスとはStatistical Tests and P-values: What is Statistical Evidence?. AMED研究公正⾼度化モデル開発⽀援事業研究者皆学習プロジェクトAMED Research Integrity Enhancement Project, Researchers' Learning Initiative 2017
- 記述統計量とグラフの描き方Descriptive Statistics and How to Create Graphs. AMED研究公正⾼度化モデル開発⽀援事業研究者皆学習プロジェクトAMED Research Integrity Enhancement Project, Researchers' Learning Initiative 2017
- 正しいデータの記述の仕方How to Correctly Describe Data. AMED研究公正⾼度化モデル開発⽀援事業研究者皆学習プロジェクトAMED Research Integrity Enhancement Project, Researchers' Learning Initiative 2017
- 国際誌が求める統計:チェックリストの活用Statistics Required by International Journals: Using Checklists. AMED研究公正⾼度化モデル開発⽀援事業研究者皆学習プロジェクトAMED Research Integrity Enhancement Project, Researchers' Learning Initiative 2017
- 希少難治性角膜疾患の疫学調査 疫学調査のためのデータベース構築に向けた取り組みに関する研究Epidemiological survey of rare intractable corneal diseases: Research on database construction for epidemiological surveys. 希少難治性角膜疾患の疫学調査 平成28年度 総括・分担研究報告書(Web)Epidemiological Survey of Rare Intractable Corneal Diseases, FY2016 Research Report 2017
- 希少難治性角膜疾患の疫学調査に関する研究 疫学調査のためのデータベース構築に向けた取り組みResearch on epidemiological survey of rare intractable corneal diseases: Database construction for epidemiological surveys. 希少難治性角膜疾患の疫学調査に関する研究 平成27年度 総括・分担研究報告書Research on Epidemiological Survey of Rare Intractable Corneal Diseases, FY2015 Research Report 2016
Presentations (90)
- 臨床研究における統計解析Statistical analysis in clinical researchInvited招待
- 外部対照を用いた非劣性試験の感度分析Sensitivity analysis of non-inferiority trials using external controls
- 臨床研究におけるデータ分析のノウハウData analysis know-how in clinical research
- 機械学習を応用した統計的因果推論アプローチとその周辺Statistical causal inference approaches using machine learning and related topics
- 非劣性の評価を目的とした観察研究における感度分析Sensitivity analysis in observational studies aimed at evaluating non-inferiority
- 大手自動車メーカーにおける強制的な稼働休止による従業員のBMIの変化の検討Examination of BMI changes in employees due to mandatory operational shutdown at a major automobile manufacturer
- 汎用的手術時間予測モデルの構築と手術室割り当て最適化への応用Development of a generalisable surgical case duration prediction model and its application to operating room scheduling optimization
- Evaluation of the Effect of Tetracycline and Fluoroquinolone Combination Therapy for Japanese Spotted Fever: A Comprehensive Analysis of Case Reports and Case Series.
- AI技術を用いた個人レベルの特定保健指導効果の推定アプリの構築Development of an application for estimating individual-level effects of specific health guidance using AI technology
- A Mixed-Integer Programming Framework for Prediction-Based Operating Room Scheduling.
- X連鎖性低リン血症性くる病/骨軟化症患者における副甲状腺機能亢進症の合併率および腎機能障害との関連Prevalence of comorbid hyperparathyroidism and its association with renal dysfunction in patients with X-linked hypophosphatemic rickets/osteomalacia
- 血液透析患者におけるT50推算式の開発Development of an estimated T50 equation in hemodialysis patients
- X連鎖性低リン血症くる病小児患者における血圧と関連因子 : SUNFLOWER縦断的観察研究のスナップショットデータのサブグループ解析Blood pressure and associated factors in pediatric patients with X-linked hypophosphatemic rickets: A subgroup analysis from the SUNFLOWER longitudinal observational study
- エビデンス構築に必要な統計学の知識Statistical knowledge required for evidence buildingInvited招待
- 臨床研究に必要な統計学の知識Statistical knowledge required for clinical researchInvited招待
- Individualized Treatment Effects Using a Flexible Bayesian Modeling ApproachInvited招待
- 観察研究で実施する効果検証Effect evaluation in observational studiesInvited招待
- Analysis of baseline data from the SUNFLOWER longitudinal, observational cohort study: relationship between various complications and QOL
- Disease Duration Differentially Affects the Clinical Efficacy of Biologics and JAK Inhibitors in Rheumatoid Arthritis: The ANSWER Cohort Study
- 臨床研究デザイン学習会Clinical Research Design WorkshopInvited招待
- 医療統計学~間違っているのは自分か分析か?~Medical statistics: Is it me or the analysis that is wrong?Invited招待
- 臨床研究デザイン学習会Clinical Research Design WorkshopInvited招待
- 外傷性凝固障害におけるアンチトロンビンの動態とDIC発症,予後との関係Dynamics of antithrombin in traumatic coagulopathy and its relationship with DIC onset and prognosis
- 胸腺からのT細胞産生減少は慢性腎臓病の進行を予測するDecreased T-cell production from the thymus predicts progression of chronic kidney disease
- L-ドパ含有製剤で治療開始した早期パーキンソン病患者における薬剤処方パターンの検証Verification of drug prescription patterns in early Parkinson's disease patients initiating treatment with L-DOPA-containing preparations
- 医療疫学トレーニングコース上級編Medical Epidemiology Training Course: AdvancedInvited招待
- The background of XLH patients with burosumab treatment and its short-term effectiveness and safety of: Interim analysis of the SUNFLOWER study.
- 医療統計学Medical StatisticsInvited招待
- 医療統計Medical StatisticsInvited招待
- 胸腺機能低下は慢性腎臓病の進行を予測するThymic dysfunction predicts progression of chronic kidney disease
- AIを用いた臨床研究は一般的な臨床研究とは別物なのか?Are AI-based clinical studies fundamentally different from conventional clinical studies?Invited招待
- 同種造血幹細胞移植における機械学習を用いた患者個別の最適移植法推奨戦略Machine learning-based personalized optimal transplant method recommendation strategy in allogeneic hematopoietic stem cell transplantation
- 腎機能とコレステロール合成・吸収との関連:CACHE研究CKD解析Association between renal function and cholesterol synthesis/absorption: CKD analysis of the CACHE study
- 統計ブートキャンプ@オンラインStatistics Bootcamp OnlineInvited招待
- 医療疫学トレーニングコース上級編Medical Epidemiology Training Course: AdvancedInvited招待
- 加齢に伴う肝切除術後感染リスクと感染病態の解明およびその対策Elucidation of age-related infection risk and pathology after hepatectomy and its countermeasures
- 統計ブートキャンプ@オンラインStatistics Bootcamp OnlineInvited招待
- TMAとDICの併存~そのkey mediatorはトロンボモジュリンである~Coexistence of TMA and DIC: Thrombomodulin as the key mediator
- JAAM基準をベースにした抗凝固療法が有効性を示す患者集団の検討Evaluation of patient populations in which anticoagulation therapy based on JAAM criteria demonstrates efficacy
- 臨床研究におけるAIの役割The role of AI in clinical researchInvited招待
- 生体腎移植ドナー候補を対象とした新たなeGFR算出式の作成Development of a new eGFR equation for living kidney transplant donor candidates
- 統計コンサルで遭遇する難題~臨床感が解析に反映されるまで~Challenging problems in statistical consulting: Bridging clinical intuition and statistical analysisInvited招待
- 医療統計学Medical StatisticsInvited招待
- 統計方法論~怖くない統計学と臨床研究~Statistical methodology: Statistics and clinical research made accessibleInvited招待
- 臨床研究におけるAIの役割The role of AI in clinical researchInvited招待
- Variable selection in double/debiased machine learning for causal inference: Anoutcome-adaptive Lasso approach
- 実践!医療統計セミナー5Practical Medical Statistics Seminar 5Invited招待
- 医療統計教室Medical Statistics WorkshopInvited招待
- 実践!医療統計セミナー4Practical Medical Statistics Seminar 4Invited招待
- 統計ブートキャンプ@大阪Statistics Bootcamp in OsakaInvited招待
- 統計ブートキャンプ@東京Statistics Bootcamp in TokyoInvited招待
- 実践で身につける医療統計Hands-on Medical StatisticsInvited招待
- 実践!医療統計セミナー3Practical Medical Statistics Seminar 3Invited招待
- 腎移植患者のフレイルの関連因子についての検討Investigation of factors associated with frailty in kidney transplant patients
- 実践!医療統計セミナー2Practical Medical Statistics Seminar 2Invited招待
- 医療統計学勉強会Medical Statistics Study GroupInvited招待
- 実践!医療統計セミナー1Practical Medical Statistics Seminar 1Invited招待
- Clinical importance of trunk muscle mass for low back pain, spinal balance, and quality of life-a multicenter cross-sectional study.
- CKD患者におけるPTHと胸腺萎縮の関係Relationship between PTH and thymic atrophy in CKD patients
- 無作為化比較試験における時系列データを用いた解析の有用性の検討Investigation of the usefulness of time-series data analysis in randomized controlled trials
- 実践で身につける統計学Hands-on StatisticsInvited招待
- 実践!医療統計セミナー4Practical Medical Statistics Seminar 4Invited招待
- 統計ブートキャンプ@東京Statistics Bootcamp in TokyoInvited招待
- 五角形角膜内皮細胞は年齢によって大きくなりにくいPentagonal corneal endothelial cells are less likely to enlarge with age
- コンタクトレンズドライアイ問診票J-CLDEQ-8の開発とその妥当性の検討Development and validity evaluation of the J-CLDEQ-8 contact lens dry eye questionnaire
- 生体腎移植ドナーを対象とした新たなeGFR算出式の作成Development of a new eGFR equation for living kidney transplant donors
- 統計ブートキャンプStatistics BootcampInvited招待
- 実践!医療統計セミナー3Practical Medical Statistics Seminar 3Invited招待
- 実践!医療統計セミナー2Practical Medical Statistics Seminar 2Invited招待
- 統計ブートキャンプ@大阪Statistics Bootcamp in OsakaInvited招待
- 実践!医療統計セミナー1Practical Medical Statistics Seminar 1Invited招待
- 実践!医療統計セミナー5Practical Medical Statistics Seminar 5Invited招待
- 医療統計学Medical StatisticsInvited招待
- 関節リウマチ患者において喫煙はTNF阻害剤の効果を減弱させる:TNFαと喫煙(AhR)シグナルのクロストークSmoking attenuates the efficacy of TNF inhibitors in rheumatoid arthritis patients: Crosstalk between TNFα and smoking (AhR) signaling
- 実践!医療統計セミナー4Practical Medical Statistics Seminar 4Invited招待
- 腎移植の血管石灰化の問題Vascular calcification issues in kidney transplantation
- 実践で身につける医療統計Hands-on Medical StatisticsInvited招待
- 実践!医療統計セミナー3Practical Medical Statistics Seminar 3Invited招待
- 統計ブートキャンプ@東京Statistics Bootcamp in TokyoInvited招待
- 統計ブートキャンプ@大阪Statistics Bootcamp in OsakaInvited招待
- 医療従事者のための統計学Statistics for healthcare professionalsInvited招待
- 統計学Statistics
- 実践!医療統計セミナー2Practical Medical Statistics Seminar 2Invited招待
- 実践!医療統計セミナー1Practical Medical Statistics Seminar 1Invited招待
- コンセプト×実践で学ぶ統計学~統計学を臨床で活用しよう~Learning statistics through concepts and practice: Applying statistics in clinical settingsInvited招待
- 医学研究における統計学Statistics in medical researchInvited招待
- 交互作用を含む観察データにおける傾向スコア解析手法による結果の差異Differences in results by propensity score analysis methods in observational data with interactions
- 統計学StatisticsInvited招待
- 研究デザインについてOn research designInvited招待
- 統計学StatisticsInvited招待
Projects
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KAIRO-DS: Kobe Academic Interdisciplinary Research Organization with Data Science
An interdisciplinary research organization hosted by the Center for Mathematical and Data Sciences (CMDS), Kobe University. Under the theme of "charting a course (KAIRO) across the sea of science with data science as the oar," it fosters cross-disciplinary research collaboration through regular meetups, shared educational resources, and university-wide research initiatives.
神戸大学 数理・データサイエンスセンター(CMDS)が主催する学際的研究組織。「データサイエンスを櫂(かい)に、科学の海に航路(KAIRO)を拓く」をテーマに、定期的な交流会・共通教育リソースの共有・全学的な研究イニシアティブを通じて、分野横断的な研究連携を促進しています。
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Generalisable Prediction Model of Surgical Case Duration
A generalisable model for predicting surgical case duration, developed across multiple centres and validated on future data. A Shiny application supports planning and communication.
多施設で開発し将来データで検証した、手術症例の所要時間を予測する汎用モデル。計画立案とコミュニケーションを支援する Shiny アプリケーションを提供しています。
Kabata D, Ito M, Koga T, Yunoki K. arXiv, 2025
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Introduction to Statistical Analysis with R for Medical Research医学研究のためのRによる統計解析入門
A hands-on textbook (Ohmsha, 2023) introducing widely-used statistical methods with R — descriptive statistics, hypothesis testing, and various regression models — that are common in medical and many other research fields, with runnable R code published on GitHub.
加葉田大志朗 著 / オーム社 / 2023年。記述統計、仮説検定、各種回帰モデルなど、医学領域をはじめ広く活用される統計手法について、Rコードつきで解説しています。書籍内で用いるRコードはGitHubで公開しています。
Teaching (21)
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2026 –
神戸大学 DXリカレント教育事業 因果推論基礎Causal Inference Fundamentals, Kobe University DX Recurrent Education Program
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2026 –
生物統計学IIBiostatistics II
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2026 –
生物統計学IBiostatistics I
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2026 –
データサイエンス概論AIntroduction to Data Science A
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2025 –
神戸大学 DXリカレント教育事業 実験科学のための統計学ハンズオンHands-on Statistics for Experimental Science (Kobe University DX Recurrent Education)
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2025 –
神戸大学DXリカレント教育事業 データサイエンス・AI基礎Fundamentals of Data Science and AI (Kobe University DX Recurrent Education)
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2025 –
データサイエンス基礎学Introduction to Data Science
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2025–2025
神戸データサイエンス操練所 統計的因果推論勉強会・応用編Kobe Data Science Training Center, Statistical Causal Inference Workshop (Advanced)
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2024 –
実践データ科学演習APractical Data Science Exercise A
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2024–2024
実践データ科学演習BPractical Data Science Exercise B
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2022 –
臨床研究・医療統計オンラインセミナーClinical Research and Medical Statistics Online Seminar
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2022–2023
特別講義A:医療統計学Special Lecture A: Medical Statistics
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2019 –
統計と考え方Statistics and Reasoning
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2019–2023
メディカル・データ・サイエンス2Medical Data Science 2
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2018–2023
メディカル・データ・サイエンス1Medical Data Science 1
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2018–2019
市民講座 小中学生対象 府大・市大 小中学生サマーラボ「サイエンスサマープログラム データで遊ぼう」Public Lecture: Science Summer Lab for Students
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2017–2023
Rプログラミング 応用R Programming: Advanced
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2017–2023
Rプログラミング 基礎R Programming: Fundamentals
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2017–2023
医学統計学 応用Medical Statistics: Advanced
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2017–2023
医学統計学 基礎Medical Statistics: Fundamentals
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2017–2017
メディカル・データ・サイエンスMedical Data Science
Competitive Grants (17)
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2026–2029
統計的因果探索の生存時間分析への橋渡しBridging statistical causal discovery to survival analysis
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2026–2027
生存時間を評価項目とする統計的因果推論における機械学習の活用Application of Machine Learning to Statistical Causal Inference with Time-to-Event Outcomes
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2026–2027
統計的因果探索に基づく再雇用の規定因子の探索Exploration of determinants of reemployment based on statistical causal discovery
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2026–2027
公衆衛生介入における効果の異質性を目指した手法開発とデータベース研究への応用Development of methods aimed at heterogeneity of effects in public health interventions and their application to database research
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2026–2027
ベイズ機械学習による因果探索の生存時間分析への応用Application of Bayesian machine learning-based causal discovery to survival analysis
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2025–2026
グローバルな社会課題解析エンジン・プラットフォームの提供Development of a global social issue analysis engine and platform
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2025–2026
ストレスチェックを活用した女性特有の健康課題の探索Exploring women-specific health issues using stress check data
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2025–2025
SNS等を用いたイベント、施設の来場者のデータ分析Data analysis of event and facility visitors using social media
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2024–2026
医療データベースから最適な治療ルールを特定する新しい機械学習推定量の提案Proposal of novel machine learning estimators for identifying optimal treatment rules from medical databases
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2023–2026
機械学習選択の誤りに頑健な治療効果推定量の提案とリアルワールドデータへの応用Proposal of treatment effect estimators robust to machine learning model selection errors and application to real-world data
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2023–2023
機械学習を用いた医療情報の利活用Utilization of medical information using machine learning
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2023–2023
機械学習を用いた治療効果推定手法の開発と応用Development and application of treatment effect estimation methods using machine learning
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2020–2023
機械学習による自動的変数選択をもちいた新しい治療効果推定手法の提案Proposal of novel treatment effect estimation methods with automated variable selection using machine learning
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2020–2022
医生命学系学会の学会員研究倫理素養の均てん化に向けた学修機会の提供Providing learning opportunities to equalize research ethics literacy among biomedical society members
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2018–2019
脳内出血症例の脳出血量における抗血栓薬の効果検証: 機械学習を用いた因果推論による評価Evaluation of antithrombotic drug effects on intracerebral hemorrhage volume: Assessment using causal inference with machine learning
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2017–2020
医系国際誌が規範とする研究の信頼性にかかる倫理教育プログラムEthics education program on research reliability standards for international medical journals
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2014–2017
看護研究に必要な統計解析の学習効果を向上させる統計解析ツールの開発と検証Development and evaluation of statistical analysis tools to enhance learning of statistical methods for nursing research
Awards & Honors (7)
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2026/2
第9期Campsアクセラレーションプログラム「PANORAMA」最優秀賞Camps Acceleration Program 'PANORAMA' 9th Cohort — Grand Prize
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2025/12
J-WEST CFO ピッチコンテスト 大賞J-WEST CFO Pitch Contest — Grand Prize
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2025/11
第32回ひろしまベンチャー助成金 HIROSHIMA Venture Excellence AwardThe 32nd Hiroshima Venture Grant — HIROSHIMA Venture Excellence Award
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2025/10
Urban Innovation Challenge HIROSHIMA 2025 特別賞Urban Innovation Challenge HIROSHIMA 2025 — Special Award
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2019/5
The ISSLS Prize for Lumbar Spine Research 2019 – International Society for the Study of the Lumbar Spine
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2019/3
大阪市立大学 医学部 Teacher of the Year 2018Osaka City University, Faculty of Medicine — Teacher of the Year 2018
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2015/3
公益社団法人 日本理学療法士協会 学業優秀賞Japanese Physical Therapy Association — Academic Excellence Award
Academic Society Memberships (7)
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2025 –
日本臨床試験学会Japanese Society of Clinical Trials and Research
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2025 –
日本行動計量学会Behaviormetric Society of Japan
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2025 –
ヘルスデータサイエンス学会Japan Society of Health Data Science
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2025 –
日本疫学会Japan Epidemiological Association
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2025 –
日本公衆衛生学会Japanese Society of Public Health
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2018 –
International Biometric Society
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2018 –
日本計量生物学会(実務試験統計家)Biometric Society of Japan (Certified Clinical Trial Statistician)
Contact
For inquiries about research collaborations or lecture invitations, please feel free to get in touch. 共同研究や講演のご依頼など、お気軽にご連絡ください。
Email: メール: daijiro.kabata[at]port.kobe-u.ac.jp
(Please replace [at] with @)([at] を @ に置き換えてください)