{"id":"W1991567400","doi":"10.1136/ebn.2011.100052","title":"Shifts with nurse understaffing and high patient churn linked to heightened inpatient mortality risk in a single site study","year":2011,"lang":"en","type":"letter","venue":"Evidence-Based Nursing","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Lawrence College","funders":"","keywords":"Web of science; Medicine; Gynecology; Pediatrics; Internal medicine; Meta-analysis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004491474,0.0006954093,0.001128869,0.0007144298,0.0002168005,0.000109128,0.0001821858,0.0004403532,0.0001163828],"category_scores_gemma":[0.0003951565,0.0005186942,0.0001405322,0.000678029,0.0001814777,0.0002562359,0.00005166471,0.001613771,0.00001749211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009684056,"about_ca_system_score_gemma":0.0003984548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001721286,"about_ca_topic_score_gemma":0.0002731231,"domain_scores_codex":[0.9958014,0.0004766485,0.0008206501,0.001139099,0.0009892068,0.0007729338],"domain_scores_gemma":[0.9975955,0.0003955054,0.0004511258,0.0009211059,0.0001871369,0.0004496408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002044244,0.004283637,0.9116943,0.0007265926,0.0002568724,0.004137449,0.02840166,0.0001470474,0.0001312956,0.000004806662,0.01407277,0.03409927],"study_design_scores_gemma":[0.004502072,0.01990434,0.9328076,0.03467112,0.001422065,0.00002054482,0.003449547,0.0001691221,0.0003092449,0.0001739372,0.0012377,0.00133274],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9186547,0.0005117496,0.0002894501,0.07696681,0.0004559232,0.002851712,0.00002249053,0.0001074375,0.0001397386],"genre_scores_gemma":[0.9428691,0.00001515146,0.002232765,0.05414891,0.00040361,0.0000962624,0.00006300303,0.0001100135,0.00006117568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03394452,"threshold_uncertainty_score":0.9997265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04997981103211917,"score_gpt":0.2944779822049169,"score_spread":0.2444981711727978,"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."}}