{"id":"W4417535271","doi":"10.2196/79489","title":"The Need for Health Care Innovation Training in Medical Education","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Health care; Medical school; Training (meteorology); Medical care; MEDLINE; Medical knowledge; Professional development","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007760668,0.0001784502,0.0001926807,0.0007188595,0.001970401,0.004223329,0.001028729,0.003248397,0.006592997],"category_scores_gemma":[0.02433096,0.0001565156,0.0002959947,0.0006700337,0.002679084,0.002381447,0.004610323,0.002964904,0.0006011268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002847509,"about_ca_system_score_gemma":0.01634352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001379011,"about_ca_topic_score_gemma":0.002354412,"domain_scores_codex":[0.9952192,0.002135257,0.0002853669,0.0003876218,0.001202074,0.000770587],"domain_scores_gemma":[0.954621,0.02227891,0.007617959,0.001079781,0.002701155,0.01170121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001728199,0.001869592,0.1813302,0.003169517,0.00006348668,0.0005066373,0.01286214,0.001056006,0.003823933,0.0271725,0.03535074,0.7326225],"study_design_scores_gemma":[0.0003074336,0.00295717,0.6239649,0.00706297,0.0001051658,0.002741152,0.06145344,0.005067682,0.003144327,0.03237574,0.2606557,0.0001643452],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5039136,0.00704202,0.005472919,0.4375663,0.0007977762,0.0003411405,0.00010068,0.0002071548,0.04455838],"genre_scores_gemma":[0.9762891,0.001838245,0.005570238,0.01430425,0.000459931,0.0002202398,0.00005407759,0.000008255026,0.001255617],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.007760668,"threshold_uncertainty_score":0.04104286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008588059709503907,"score_gpt":0.3368525406452673,"score_spread":0.3282644809357634,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}