{"id":"W2795339097","doi":"10.1097/qmh.0000000000000164","title":"VA Quality Scholars Quality Improvement Coach Model to Facilitate Learning and Success","year":2018,"lang":"en","type":"article","venue":"Quality Management in Health Care","topic":"Healthcare Quality and Satisfaction","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Olds College","funders":"","keywords":"Quality (philosophy); Quality management; Computer science; Process management; Engineering management; Knowledge management; Business; Engineering; Marketing; Epistemology","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.02388158,0.0005046119,0.001135863,0.0004722449,0.002562745,0.00007015875,0.0003927943,0.0004029414,0.0001796888],"category_scores_gemma":[0.001090115,0.0005415502,0.0001193891,0.0008006738,0.0001776333,0.0005005545,0.0006589791,0.001844154,0.0002774537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002468038,"about_ca_system_score_gemma":0.0005987389,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06688018,"about_ca_topic_score_gemma":0.04197876,"domain_scores_codex":[0.9807127,0.01070696,0.003971957,0.00148183,0.001274592,0.00185203],"domain_scores_gemma":[0.9953895,0.0009921717,0.0009762326,0.001016413,0.0007013947,0.0009242512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001329707,0.0002844119,0.3953464,0.04007845,0.0001321733,0.000006813867,0.1748831,0.0005671589,0.0001168881,0.09420868,0.001809598,0.2912367],"study_design_scores_gemma":[0.004169956,0.001152276,0.6307603,0.001176022,0.00002532938,4.494246e-7,0.269423,0.001033899,0.00002364237,0.004297057,0.08657845,0.00135963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9540172,0.0003966108,0.01052286,0.01846051,0.0009554947,0.005452727,0.0003005241,0.0004004199,0.009493688],"genre_scores_gemma":[0.9728513,0.0004964903,0.003490983,0.01921543,0.0002138443,0.0007224633,0.0001829318,0.00005472304,0.002771786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.289877,"threshold_uncertainty_score":0.9997036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2904815625598478,"score_gpt":0.547671884186201,"score_spread":0.2571903216263533,"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."}}