{"id":"W2103269370","doi":"10.1111/j.1365-2923.2009.03413.x","title":"Social accountability and accreditation: a new frontier for educational institutions","year":2009,"lang":"en","type":"article","venue":"Medical Education","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":302,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Accreditation; Accountability; Frontier; Political science; Social accounting; Medical education; Sociology; Pedagogy; Medicine; Accounting; Business; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.08564591,0.001068387,0.001822318,0.00525154,0.01447863,0.03449836,0.003580629,0.02127255,0.01292185],"category_scores_gemma":[0.07333174,0.0006360166,0.001542635,0.003855724,0.09497349,0.05251436,0.02286084,0.02283929,0.002195846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02201699,"about_ca_system_score_gemma":0.06667618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01063043,"about_ca_topic_score_gemma":0.009486309,"domain_scores_codex":[0.9217569,0.04828808,0.003121423,0.004239256,0.01415539,0.008438932],"domain_scores_gemma":[0.8195621,0.09724642,0.01104158,0.0174891,0.02571009,0.02895064],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002320937,0.00006733568,0.0008749946,0.0002217258,0.00001381375,0.00008309916,0.003314201,0.0002907286,0.00006495642,0.9094511,0.03719237,0.04840241],"study_design_scores_gemma":[0.00002760396,0.00009360455,0.001110091,0.001271972,0.00001005477,0.0001223045,0.004834591,0.0006480568,0.0001205752,0.733022,0.2586645,0.00007464443],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002994598,0.01730216,0.01769595,0.9069541,0.004655248,0.00006252509,0.0000417281,0.0001977742,0.05009593],"genre_scores_gemma":[0.7019147,0.03088923,0.0531681,0.1523543,0.02586582,0.0006666712,0.0001632638,0.0004017769,0.03457627],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9143541,"threshold_uncertainty_score":0.4529443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1712384510117512,"score_gpt":0.5845008363810925,"score_spread":0.4132623853693413,"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."}}