{"id":"W1554424231","doi":"10.1111/medu.12006","title":"Accreditation Collaborative: a systems approach to institutional accountability","year":2012,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"NOSM University","funders":"","keywords":"Accreditation; Accountability; Citation; Library science; Political science; Medicine; Sociology; Law; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.1057482,0.0007203683,0.0009215939,0.007759049,0.01130332,0.03463912,0.004221862,0.01212334,0.01197884],"category_scores_gemma":[0.1567971,0.0009373936,0.001176206,0.007660207,0.02462693,0.02930756,0.01686142,0.008898245,0.001557394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01869544,"about_ca_system_score_gemma":0.0651141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01077958,"about_ca_topic_score_gemma":0.00992505,"domain_scores_codex":[0.8529314,0.09399469,0.006277065,0.008140889,0.03315039,0.005505607],"domain_scores_gemma":[0.7787725,0.1173814,0.01601693,0.02854602,0.04234967,0.0169335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001309571,0.00005506064,0.001221614,0.00005014662,0.00002670266,0.00004521979,0.001656062,0.0009393592,0.00009310106,0.9586186,0.0137286,0.02355237],"study_design_scores_gemma":[0.00006911935,0.0000970291,0.00155276,0.0002597954,0.00005032916,0.0001027253,0.00249227,0.01151173,0.0008882505,0.8692427,0.1136461,0.00008740713],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01444415,0.00107919,0.54717,0.1816652,0.002427095,0.0008100749,0.0001753617,0.001391217,0.2508377],"genre_scores_gemma":[0.7411318,0.0006310577,0.2150444,0.009259695,0.002199821,0.001060325,0.0001567686,0.000367928,0.03014824],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1057482,"threshold_uncertainty_score":0.5592566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01995219109180022,"score_gpt":0.3747740237918054,"score_spread":0.3548218327000051,"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."}}