{"id":"W4396860970","doi":"10.1080/0142159x.2024.2351585","title":"Proposing the Community Triad Model to action social accountability in medical schools","year":2024,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Calgary; University of Saskatchewan","funders":"","keywords":"Accountability; Triad (sociology); Action (physics); Social accounting; Political science; Public relations; Psychology; Medical education; Medicine; Sociology; Social science; Business; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01683412,0.0008898091,0.0004756915,0.005298084,0.01565152,0.01386197,0.003151139,0.004276194,0.00678725],"category_scores_gemma":[0.01336847,0.0005504356,0.001119771,0.002346196,0.06505541,0.01195923,0.01619934,0.005814764,0.0005984215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04484626,"about_ca_system_score_gemma":0.06585027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1152933,"about_ca_topic_score_gemma":0.1575824,"domain_scores_codex":[0.9785262,0.01448012,0.0004270557,0.001324618,0.002816513,0.002425424],"domain_scores_gemma":[0.9868869,0.00425712,0.001433227,0.000987421,0.00245942,0.003975809],"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":[0.00001227607,0.00009432676,0.003997365,0.00009522736,0.00001131384,0.0001664975,0.04190198,0.000939626,0.00008926974,0.9319637,0.003136333,0.01759209],"study_design_scores_gemma":[0.00006476007,0.0001266721,0.004429939,0.0005163234,0.00002674016,0.0002024572,0.08772196,0.007652026,0.0002234132,0.7887214,0.1102286,0.00008563611],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.09041873,0.002150168,0.1995765,0.1866641,0.001226412,0.001153663,0.0001083437,0.0005759482,0.5181262],"genre_scores_gemma":[0.9524906,0.0006244736,0.03474375,0.002788648,0.0001178668,0.0004320016,0.00003252441,0.00006183856,0.008708274],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1152933,"threshold_uncertainty_score":0.325384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1230135334672798,"score_gpt":0.4749547141509574,"score_spread":0.3519411806836776,"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."}}