{"id":"W3183310525","doi":"10.2196/31846","title":"Coproduction, Coeducation, and Patient Involvement: Everyone Included Framework for Medical Education Across Age Groups and Cultures","year":2021,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Empathy and Medical Education","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coproduction; General partnership; Participatory action research; Commons; Public relations; Health care; Internship; Medical education; Disadvantaged; Sociology; Psychology; Medicine; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007248931,0.0002785989,0.0004230711,0.0001097844,0.0003831071,0.00008643507,0.0001233152,0.0006239263,0.0009439831],"category_scores_gemma":[0.01692585,0.0002491335,0.00008139107,0.0004881489,0.0004346809,0.0002342316,0.0001092998,0.0006358609,0.00001412939],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002221327,"about_ca_system_score_gemma":0.009261853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008728678,"about_ca_topic_score_gemma":0.00007789867,"domain_scores_codex":[0.9966955,0.0001391152,0.0007316492,0.0007713021,0.001246562,0.0004158573],"domain_scores_gemma":[0.9965759,0.0002595252,0.0002281298,0.0004594665,0.0009458056,0.001531209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003133554,0.01126087,0.008857222,0.001981689,0.0001614131,0.00001322218,0.1644819,1.471563e-7,0.0003573544,0.01806327,0.3127109,0.4817986],"study_design_scores_gemma":[0.003810848,0.0008308298,0.1674673,0.004498798,0.0003400837,0.00130699,0.2225774,0.0001259278,0.002451326,0.03950616,0.5561898,0.000894528],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9095991,0.00816845,0.0006980415,0.07592969,0.003909679,0.00138162,0.00001284259,0.00008686242,0.0002137525],"genre_scores_gemma":[0.9431226,0.002411572,0.006397485,0.03842885,0.00360213,0.002080998,0.002035694,0.00005430285,0.001866349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4809041,"threshold_uncertainty_score":0.9999961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01238654697058056,"score_gpt":0.3738727650233088,"score_spread":0.3614862180527282,"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."}}