{"id":"W2130617082","doi":"","title":"How valid are utilization review tools in assessing appropriate use of acute care beds?","year":2000,"lang":"en","type":"article","venue":"PubMed","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital","funders":"","keywords":"Medicine; Cohen's kappa; Kappa; Judgement; Acute care; Protocol (science); Emergency medicine; Utilization review; Acute hospital; Medical emergency; Health care; Alternative medicine; Pathology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006311116,0.0001623578,0.00060338,0.0001143895,0.0001991239,0.0000378466,0.0001686353,0.0001913056,0.0001739237],"category_scores_gemma":[0.000359673,0.0001402062,0.00009201548,0.0004467452,0.00002680134,0.0008799755,0.00005989452,0.0004132889,0.00001925195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004527747,"about_ca_system_score_gemma":0.0003665381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001302351,"about_ca_topic_score_gemma":0.0001979391,"domain_scores_codex":[0.9974989,0.0006237117,0.0006880246,0.0002769475,0.0002785938,0.0006337818],"domain_scores_gemma":[0.9986304,0.0002654105,0.0003319259,0.0004178334,0.000214483,0.0001399725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00004369916,0.00003708053,0.06282815,0.007730638,0.00003147911,0.00001390953,0.0007583629,0.000003167732,0.000002981266,0.00005699598,0.0160739,0.9124196],"study_design_scores_gemma":[0.0007022225,0.000007790603,0.7024719,0.001054471,0.00009788885,0.000001004089,0.0003425459,0.000005265324,0.00001951583,0.00003972148,0.2950934,0.0001642523],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7799777,0.06755565,0.0002889496,0.09192574,0.002476596,0.02185491,0.000683363,0.0005718966,0.03466522],"genre_scores_gemma":[0.7628122,0.1191455,0.00158139,0.08989093,0.000557925,0.009129577,0.000841557,0.0001487689,0.01589212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9122554,"threshold_uncertainty_score":0.5717444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2657056795038316,"score_gpt":0.4398535271596146,"score_spread":0.174147847655783,"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."}}