{"id":"W4206049339","doi":"10.1111/1475-5890.12293","title":"The impact of management on hospital performance","year":2021,"lang":"en","type":"article","venue":"Fiscal Studies","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research","funders":"","keywords":"Discretion; Quality (philosophy); Health care; Business; Financial management; Control (management); Accounting; Actuarial science; Medicine; Operations management; Economics; Finance; Management; Political 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002121046,0.00007764743,0.0001889029,0.00003307227,0.0001650722,0.00001528878,0.0001002326,0.00001718256,0.0000242414],"category_scores_gemma":[0.00005982879,0.00005496498,0.0001020996,0.0001208021,0.00005008106,0.00003511667,0.0001343754,0.00005621947,0.0001581532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008823109,"about_ca_system_score_gemma":0.000004222643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001057741,"about_ca_topic_score_gemma":0.00001631135,"domain_scores_codex":[0.9993404,0.000008876412,0.0002666311,0.000154667,0.00002998676,0.0001994448],"domain_scores_gemma":[0.9995916,0.00005132311,0.00009815426,0.0002106522,0.00002235995,0.00002589504],"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":[0.00003262632,0.0002414197,0.06709249,0.0002394316,0.001250748,0.00001417679,0.001568159,0.0002658613,3.109349e-7,0.8392295,0.04557461,0.04449067],"study_design_scores_gemma":[0.0003517566,0.0004498229,0.8099079,0.0000486355,0.000006750176,5.43482e-7,0.0007830185,0.0002192611,0.00005891108,0.01783648,0.1701724,0.0001645016],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8370488,0.009167046,0.00004796809,0.01650479,0.0006369707,0.0002488055,0.00005820336,0.00002227867,0.1362652],"genre_scores_gemma":[0.9884312,0.008338878,0.00004350383,0.0001339182,0.0000698541,0.00002816261,0.000001723743,0.000005561612,0.002947238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.821393,"threshold_uncertainty_score":0.2241407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06244293374496811,"score_gpt":0.3098991151168625,"score_spread":0.2474561813718944,"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."}}