{"id":"W2074311270","doi":"10.12927/hcq..17902","title":"Financial Benchmarks for Ontario Hospitals","year":2006,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benchmarking; Measure (data warehouse); Finance; Best practice; Accounting; Business; Health administration; Performance measurement; Performance indicator; Operations management; Medicine; Nursing; Computer science; Management; Marketing; Public health; Economics; Data mining","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001569933,0.0003000048,0.0005384783,0.0001563219,0.001469591,0.00002249983,0.000255841,0.0004919432,0.0007251646],"category_scores_gemma":[0.00006865058,0.0002996981,0.0001876939,0.0002030011,0.00005245594,0.0001950963,0.00002851445,0.0008095891,0.0002905129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001047302,"about_ca_system_score_gemma":0.002674198,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3618376,"about_ca_topic_score_gemma":0.7396157,"domain_scores_codex":[0.9956501,0.0005935417,0.001325437,0.0006104474,0.0003716701,0.001448777],"domain_scores_gemma":[0.9978878,0.0004835338,0.0003716699,0.0005847613,0.0004150209,0.0002571536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002540955,0.0001863117,0.04570078,0.002934172,0.00002072217,0.00001922194,0.02198037,0.000001480654,0.00001423332,0.4931093,0.3629359,0.0728434],"study_design_scores_gemma":[0.001428241,0.001599545,0.1806812,0.0002678548,0.00001906244,0.00000118361,0.004946566,0.00001008538,0.000003552604,0.05421606,0.7564344,0.0003922658],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8449772,0.0006443215,0.007181732,0.09800608,0.007280031,0.01010119,0.0003687133,0.0005560155,0.03088472],"genre_scores_gemma":[0.9678411,0.000009110504,0.002477117,0.01150466,0.002273544,0.001925222,0.0006380313,0.00005309593,0.01327808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4388932,"threshold_uncertainty_score":0.9999455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04311139113242123,"score_gpt":0.3962772643566425,"score_spread":0.3531658732242212,"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."}}