{"id":"W14786985","doi":"","title":"Increased ICU workload is not associated with increased inpatient mortality","year":2008,"lang":"en","type":"article","venue":"Revue Neurologique","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workload; Medicine; Emergency medicine; Mortality rate; Medical emergency; Intensive care medicine; Scale (ratio); Internal medicine","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":[0.0009489275,0.0002307516,0.0004039756,0.0001101397,0.001168879,0.00001053526,0.0001737927,0.0005213029,0.0003135783],"category_scores_gemma":[0.001723147,0.0001936076,0.00006372993,0.0005037601,0.00008716046,0.00013599,0.00006037283,0.001166753,0.00009296253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001696269,"about_ca_system_score_gemma":0.0009077876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001794587,"about_ca_topic_score_gemma":0.000930372,"domain_scores_codex":[0.9958619,0.002175674,0.0006827036,0.0004796549,0.0002617359,0.0005383269],"domain_scores_gemma":[0.9975563,0.0008052461,0.000358116,0.000528343,0.0004895243,0.0002624799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002365621,0.0002783262,0.9943762,0.00009217934,0.00003976569,0.0001405744,0.001838958,0.0009549899,0.0002038363,0.0001809013,0.001390159,0.0002675203],"study_design_scores_gemma":[0.001500932,0.0007304201,0.9825805,0.000230184,0.00004322985,0.0000175306,0.0000803028,0.01292255,0.0001640979,0.00003854961,0.001363024,0.0003286389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916924,0.00002910812,0.001071982,0.003254155,0.0002094921,0.001175935,0.00007380548,0.0002790635,0.002214029],"genre_scores_gemma":[0.9809822,0.0002280133,0.001214688,0.01663647,0.0001727876,0.0002974039,0.0001321593,0.00004078684,0.0002955009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01338232,"threshold_uncertainty_score":0.899019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1045151310565526,"score_gpt":0.3657115458803022,"score_spread":0.2611964148237496,"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."}}