{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005791539,0.0002211712,0.0004075708,0.0004195019,0.0006544583,0.0009181139,0.000518692,0.000761623,0.007851275],"category_scores_gemma":[0.00648082,0.0002906041,0.0006433927,0.0006571813,0.000294053,0.000406008,0.0004440693,0.0007660343,0.00052806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002459738,"about_ca_system_score_gemma":0.004496676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2081126,"about_ca_topic_score_gemma":0.3897965,"domain_scores_codex":[0.9994484,0.00009633035,0.00004968347,0.00007543525,0.0001287789,0.0002014321],"domain_scores_gemma":[0.9942563,0.0009550189,0.001716479,0.0002565256,0.0009130758,0.001902515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006463479,0.00009656623,0.9896134,0.00003157514,0.0001178971,0.000372543,0.00009582041,0.0001882478,0.0005022204,0.00003323465,0.002247294,0.006054879],"study_design_scores_gemma":[0.00001200934,0.00007656294,0.999175,0.00001319773,0.00003111717,0.00006851116,0.0001285762,0.0002036117,0.00003234874,0.00003362082,0.0002217096,0.000003785652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991288,0.0009422912,0.0001822362,0.002430039,0.0001921165,0.00001290082,0.0007418051,0.0000169475,0.004193648],"genre_scores_gemma":[0.9978279,0.0003150844,0.0001066227,0.0002264172,0.0001456132,0.000004226501,0.0004714299,0.000008547559,0.0008940871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2081126,"threshold_uncertainty_score":0.4138024,"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."}}