{"id":"W4310689148","doi":"10.12927/hcpol.2022.26971","title":"Use of Performance Data by Mid-Level Hospital Managers in Ontario: Results of a Province-Wide Survey and a Comparison with Hospital Managers in Europe","year":2022,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Health Information; Ontario Medical Association; Institute for Work & Health; Institute of Health Services and Policy Research; BAH Enterprises (Canada); University of Toronto","funders":"European Commission","keywords":"Business; Quality assurance; Quality management; Health care; Quality (philosophy); Total quality management; Survey data collection; Knowledge management; Marketing; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002067935,0.0002985298,0.0009196161,0.0006135906,0.0003530014,0.00001053912,0.0006618555,0.0001369392,0.00002033737],"category_scores_gemma":[0.0006511206,0.0002873809,0.00002713321,0.00128788,0.0001562893,0.0004736754,0.001153872,0.001566188,0.000003714663],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001720673,"about_ca_system_score_gemma":0.007488896,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8842999,"about_ca_topic_score_gemma":0.8712228,"domain_scores_codex":[0.9946409,0.001455197,0.001633256,0.0007255832,0.0005574591,0.0009875413],"domain_scores_gemma":[0.9965191,0.000985125,0.0008924837,0.001134758,0.0002112667,0.0002572105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001284966,0.0002814003,0.9601539,0.001467961,0.00002071619,0.00002808997,0.008363636,0.00002598991,0.000001734708,0.0001547951,0.0255167,0.002700077],"study_design_scores_gemma":[0.002539204,0.001203782,0.9557814,0.0002534311,0.000008243577,0.000001338822,0.001558589,0.0001074776,0.000003040947,0.00001173517,0.03826959,0.0002621719],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9671301,0.0003507679,0.000006971001,0.02560133,0.0002445121,0.002152183,0.003587013,0.00003339118,0.000893746],"genre_scores_gemma":[0.9919425,0.0004324618,0.0004120795,0.004259595,0.00002695832,0.0001170094,0.001336301,0.00005196254,0.001421099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02481245,"threshold_uncertainty_score":0.9999579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1608156773087714,"score_gpt":0.3931400108856681,"score_spread":0.2323243335768966,"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."}}