{"id":"W3128403996","doi":"10.1097/md.0000000000024507","title":"Nursing resources and patient outcomes in intensive care units","year":2021,"lang":"en","type":"article","venue":"Medicine","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; MEDLINE; Grading (engineering); Cochrane Library; Intensive care unit; Nursing; Meta-analysis; Intensive care; Scale (ratio); Family medicine; Intensive care 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":[0.00002887972,0.000105862,0.0003454664,0.0001002115,0.00002877507,0.000003937856,0.0000159659,0.00003873552,0.00009522125],"category_scores_gemma":[0.0006896447,0.00006920547,0.00001898009,0.0002315562,0.00009149389,0.0000153816,0.00001818726,0.00009433071,0.000003845068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009270571,"about_ca_system_score_gemma":0.0000356077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001264226,"about_ca_topic_score_gemma":0.00007069235,"domain_scores_codex":[0.9992779,0.00002998736,0.0001789344,0.000196321,0.0001799195,0.0001369774],"domain_scores_gemma":[0.9991665,0.0001182509,0.00003157543,0.0001627281,0.000420086,0.0001008839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003904904,0.0001017173,0.8563641,0.00004005712,0.00005782094,0.001097458,0.05718226,7.114915e-7,0.000192938,0.00007935607,0.003325646,0.08151895],"study_design_scores_gemma":[0.00321892,0.0006755368,0.8281124,0.002021024,0.0001370607,0.0001146313,0.1518222,0.000007179818,0.002032951,0.0000559265,0.01172574,0.00007640784],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9419907,0.01911034,9.658162e-7,0.03615665,0.0001521224,0.0001503364,0.000002444834,0.00001611189,0.002420343],"genre_scores_gemma":[0.9928871,0.0003011895,0.00005246389,0.006559576,0.00004129466,0.00001307339,0.00002879949,0.00001029717,0.0001061579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09463996,"threshold_uncertainty_score":0.2822117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07904145347053451,"score_gpt":0.3536705085828842,"score_spread":0.2746290551123497,"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."}}