{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007045224,0.0005170467,0.0003691447,0.006680639,0.002950009,0.003887431,0.001042298,0.0004785499,0.003972841],"category_scores_gemma":[0.03144832,0.0002549998,0.0003986945,0.01180969,0.0005188217,0.001497955,0.001697207,0.0006081959,0.0005730866],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07478575,"about_ca_system_score_gemma":0.0691352,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9292521,"about_ca_topic_score_gemma":0.9714826,"domain_scores_codex":[0.9915861,0.0008915592,0.0006082585,0.0002600393,0.005491724,0.001162271],"domain_scores_gemma":[0.9675484,0.001614685,0.003049675,0.0005906057,0.0238648,0.003331703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003079697,0.0001654401,0.3423495,0.0007120612,0.00009233437,0.0001411527,0.003923146,0.006049286,0.0006652095,0.02475277,0.3883619,0.2324792],"study_design_scores_gemma":[0.00004956902,0.0001261596,0.8532207,0.0002908344,0.00003091333,0.00004814154,0.003066574,0.003282309,0.0003601986,0.001514129,0.1379407,0.00006976732],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4948892,0.00854654,0.007273092,0.03362675,0.001222443,0.001385953,0.08336496,0.001164012,0.368527],"genre_scores_gemma":[0.9203734,0.003238999,0.01545524,0.0008926447,0.0002657198,0.0008653105,0.03432304,0.0001660148,0.02441966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9292521,"threshold_uncertainty_score":0.5426111,"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."}}