{"id":"W4400187378","doi":"10.1007/s11123-024-00729-z","title":"Performance analysis of hospitals in Australia and its peers: a systematic and critical review","year":2024,"lang":"en","type":"article","venue":"Journal of Productivity Analysis","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Econometrics; Economics; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004014729,0.0001009114,0.001337376,0.002071331,0.00002148326,0.00004642752,0.00009069984,0.00004108697,0.0000505481],"category_scores_gemma":[0.001257594,0.00009184684,0.0002807094,0.002989004,0.00003627059,0.0004431337,0.0000354656,0.0001650694,0.000004423441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006296545,"about_ca_system_score_gemma":0.00001657952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002987448,"about_ca_topic_score_gemma":0.00007703908,"domain_scores_codex":[0.9983033,0.000072423,0.001138544,0.0002495707,0.0000861229,0.000150024],"domain_scores_gemma":[0.999112,0.0001365845,0.0004036201,0.0001774189,0.00009260653,0.00007782273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.00003540776,0.0004534218,0.3717958,0.4494287,0.0338998,0.0001023992,0.00288605,0.001827087,0.00003818515,0.1378917,0.0004146904,0.001226766],"study_design_scores_gemma":[0.0003911019,0.0006086245,0.8012611,0.02260551,0.04129714,0.00005876691,0.0002602997,0.1280959,0.00008726596,0.0033882,0.001178049,0.0007679645],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9104264,0.08012006,0.0002462251,0.00888753,0.00007840694,0.0001685348,0.00002659488,0.000003271416,0.00004301683],"genre_scores_gemma":[0.9877908,0.01187844,0.0001301107,0.00005063284,0.00003835995,0.000005890547,9.729697e-7,0.000004398089,0.0001003516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4294654,"threshold_uncertainty_score":0.3745405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08737686816144383,"score_gpt":0.3427678382187087,"score_spread":0.2553909700572649,"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."}}