{"id":"W2161978383","doi":"10.3109/0142159x.2011.590248","title":"Social accountability: The extra leap to excellence for educational institutions","year":2011,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":154,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Accountability; Excellence; Social accounting; Public relations; Adaptation (eye); Political science; Social needs; Identification (biology); Medical education; Health care; Business; Psychology; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001658283,0.0001027344,0.0001789885,0.00003791032,0.001415836,0.00000425046,0.0004054882,0.0002360065,0.02543875],"category_scores_gemma":[0.001431104,0.00006628921,0.00008216708,0.0001366843,0.0001900095,0.00007577211,0.0001275872,0.0006793528,0.0007165833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003273357,"about_ca_system_score_gemma":0.004337674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007045857,"about_ca_topic_score_gemma":0.0009669836,"domain_scores_codex":[0.9982725,0.0002517462,0.0003958128,0.0002228032,0.0003971078,0.0004600486],"domain_scores_gemma":[0.9988329,0.0004622664,0.00006489463,0.0002437134,0.0001284641,0.000267704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000563828,0.0002126938,0.05547288,0.0001174485,0.00001688851,5.670503e-7,0.02095124,2.42435e-8,0.000002732311,0.04845588,0.8614079,0.0133054],"study_design_scores_gemma":[0.0003613728,0.00003151737,0.07794377,0.00002754589,0.00001713005,8.900951e-7,0.002399322,0.00001091226,9.282257e-7,0.006676954,0.9124299,0.00009977782],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1328594,0.0002592211,0.004164715,0.521517,0.003309624,0.002365203,0.00002627287,0.0001468735,0.3353516],"genre_scores_gemma":[0.8359162,0.00003270342,0.0009823045,0.1100641,0.005007269,0.002625453,0.00003837363,0.00003142938,0.04530222],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7030568,"threshold_uncertainty_score":0.9998842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3475112335444626,"score_gpt":0.5339426818895057,"score_spread":0.1864314483450431,"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."}}