{"id":"W1992612179","doi":"10.1186/cc7113","title":"ICU staffing and patient outcomes: more work remains","year":2008,"lang":"en","type":"review","venue":"Critical Care","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; Canadian Institutes of Health Research; National Institutes of Health","keywords":"Medicine; Staffing; Intensive care; Intensive care medicine; Intensive care unit; Cohort; Emergency medicine; Nursing; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.009708225,0.001528095,0.006347403,0.002921845,0.0008329524,0.005302939,0.002048357,0.00391476,0.007825483],"category_scores_gemma":[0.01290928,0.0005818279,0.002690761,0.005865366,0.002571356,0.008763666,0.002126004,0.005019254,0.001671205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002533814,"about_ca_system_score_gemma":0.005592876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005830205,"about_ca_topic_score_gemma":0.007523662,"domain_scores_codex":[0.9963256,0.001713112,0.0005119554,0.0003849819,0.0008557217,0.0002087098],"domain_scores_gemma":[0.977797,0.01549349,0.001792309,0.0007418852,0.00351556,0.0006598608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001278167,0.0001387663,0.001425561,0.01910213,0.000577134,0.0001233682,0.0002856192,0.0002351964,0.000242898,0.003292576,0.02764656,0.9468022],"study_design_scores_gemma":[0.0001998359,0.0005919111,0.01979627,0.09921618,0.001563355,0.001426591,0.003695399,0.0004798046,0.0003428858,0.02499424,0.8475059,0.0001876655],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002573853,0.991118,0.00006651468,0.007696616,0.0005058653,0.000003964611,0.00001361034,0.000005304841,0.0003327344],"genre_scores_gemma":[0.00288627,0.9924064,0.0001811884,0.002810593,0.001386413,0.000009809879,0.00002239776,0.000004467508,0.0002924183],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009708225,"threshold_uncertainty_score":0.05134261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1839265401562791,"score_gpt":0.4471532139637012,"score_spread":0.2632266738074221,"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."}}