{"id":"W2079192550","doi":"10.1002/qaj.335","title":"The role and function of quality assurance officers in Ontario hospitals","year":2005,"lang":"en","type":"article","venue":"The Quality Assurance Journal","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Quality assurance; Accreditation; Certification; Quality management; Quality (philosophy); Quality audit; Total quality management; Quality management system; Quality policy; Business; Operations management; Nursing; Medicine; Medical education; Audit; Management; Engineering; Management system; Accounting","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.02679296,0.000202343,0.0005165112,0.00006739015,0.001704976,0.00004658317,0.0004222752,0.0001823667,0.0001523173],"category_scores_gemma":[0.001099989,0.0001252119,0.0001261197,0.0002368089,0.0002313849,0.00038276,0.0001050045,0.002012446,0.00004946804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006131222,"about_ca_system_score_gemma":0.001098626,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05947119,"about_ca_topic_score_gemma":0.6289617,"domain_scores_codex":[0.9899556,0.006207136,0.002112747,0.0002611176,0.0007597296,0.0007036689],"domain_scores_gemma":[0.9938597,0.003725259,0.001365132,0.0005693019,0.0003162911,0.0001643232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001684629,0.0002709677,0.7232463,0.0006483014,0.0002271709,0.000002865379,0.043141,0.0005158655,0.0004234664,0.05761642,0.005993881,0.1662291],"study_design_scores_gemma":[0.0009014694,0.00007434055,0.8032457,0.0002185471,0.000016277,0.000002124981,0.01482024,0.00002066325,0.00001849565,0.006065698,0.1744802,0.0001361833],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.938492,0.001677446,0.0006980243,0.04976561,0.0008448772,0.0007631417,0.00001258695,0.00002843291,0.007717908],"genre_scores_gemma":[0.9934028,0.0008974918,0.0002254665,0.002675043,0.0003536346,0.00004743994,0.000002243365,0.00001536169,0.00238055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5694904,"threshold_uncertainty_score":0.9995947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08221749296632681,"score_gpt":0.4343389915915168,"score_spread":0.35212149862519,"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."}}