{"id":"W3209251746","doi":"10.1097/jmq.0000000000000021","title":"Accrediting Graduate Programs in Healthcare Quality and Safety","year":2021,"lang":"en","type":"article","venue":"American Journal of Medical Quality","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Accreditation; Quality assurance; Medicine; Medical education; Quality (philosophy); Commission; Health care; Patient safety; Quality management; Graduate education; Graduate medical education; Process (computing); Political science; Engineering; Computer science; Management system; Operations management","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01545603,0.000136456,0.0007884533,0.00008507813,0.0002450472,0.000002826611,0.0002544844,0.0001633493,0.0001457158],"category_scores_gemma":[0.01223825,0.0001112015,0.0001046997,0.0005685113,0.0005201884,0.0001322024,0.0001398055,0.00210254,0.000007910374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000183319,"about_ca_system_score_gemma":0.002240875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001345247,"about_ca_topic_score_gemma":0.0005982307,"domain_scores_codex":[0.9889857,0.00601244,0.002412628,0.0002427408,0.001851317,0.0004952187],"domain_scores_gemma":[0.9939166,0.002157537,0.002185206,0.0002448334,0.0005548712,0.0009409171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003274673,0.0002864732,0.6151655,0.000370865,0.00004341632,0.00009887343,0.007662196,0.000001159368,0.00001440388,0.008010166,0.000244158,0.3677753],"study_design_scores_gemma":[0.002127147,0.0002407468,0.9425298,0.001168824,0.00001368005,0.00004582653,0.03681855,0.0000208062,0.000005289849,0.001671088,0.01520211,0.0001561562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.78971,0.0002547123,0.002854178,0.2060896,0.0006210501,0.0001653198,0.000008747835,0.00001873642,0.0002776517],"genre_scores_gemma":[0.9873952,0.000948897,0.00106021,0.01010959,0.0004012164,0.00001160549,0.00002248488,0.00001141068,0.00003942392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3676192,"threshold_uncertainty_score":0.9960821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3724345192475175,"score_gpt":0.5492563960089574,"score_spread":0.1768218767614399,"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."}}