{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04722748,0.001289713,0.0009039328,0.004304196,0.01788934,0.01509823,0.005152437,0.007520572,0.005386394],"category_scores_gemma":[0.02257957,0.0008351285,0.001371996,0.001450678,0.1018267,0.01788406,0.0368223,0.01063242,0.0007792499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01196221,"about_ca_system_score_gemma":0.01970478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004546218,"about_ca_topic_score_gemma":0.005807384,"domain_scores_codex":[0.9426928,0.04767896,0.001163663,0.00265533,0.002910143,0.002899155],"domain_scores_gemma":[0.9802193,0.01093116,0.001145129,0.002831821,0.001575339,0.003297223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003172544,0.0001435483,0.001612183,0.0003053132,0.0000219452,0.0004491123,0.1938432,0.0002836234,0.0004540394,0.7693952,0.00148498,0.03197516],"study_design_scores_gemma":[0.00005348134,0.0003084373,0.002141552,0.001796318,0.00008226175,0.0009705878,0.1826684,0.001197361,0.001000131,0.6433952,0.1663166,0.00006959799],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.113979,0.004218937,0.3710367,0.1325226,0.001303316,0.002328505,0.00008320604,0.0003317666,0.3741959],"genre_scores_gemma":[0.9101504,0.0008312709,0.07003637,0.006882878,0.0001171142,0.001777419,0.00003762797,0.00009028435,0.01007669],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04722748,"threshold_uncertainty_score":0.2497658,"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."}}