{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007695469,0.000521231,0.001323483,0.001558302,0.002500426,0.002274744,0.002694712,0.008472731,0.01710547],"category_scores_gemma":[0.06559893,0.0004686742,0.001441012,0.002683677,0.001533433,0.002210089,0.0015002,0.007602504,0.004136323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002838157,"about_ca_system_score_gemma":0.006741678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06927396,"about_ca_topic_score_gemma":0.106907,"domain_scores_codex":[0.9925143,0.003825392,0.0006423213,0.0009290208,0.001473487,0.0006153974],"domain_scores_gemma":[0.9363995,0.03835996,0.008468333,0.001497189,0.01070475,0.004570327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002082413,0.00002965508,0.01104935,0.0005664488,0.0001236897,0.0002731841,0.000677657,0.00002053478,0.00002157782,0.0004491998,0.9818894,0.004691173],"study_design_scores_gemma":[0.001354401,0.0009120764,0.3541949,0.04008099,0.002172307,0.003194226,0.01501308,0.001266237,0.0005273792,0.009471389,0.5710155,0.0007975824],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01295903,0.01727946,0.0002640314,0.9147407,0.03894069,0.00007140508,0.006101845,0.00006758763,0.009575133],"genre_scores_gemma":[0.1303962,0.02258101,0.0003864528,0.7592115,0.07469457,0.0004219207,0.002933017,0.0002020006,0.009173191],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06927396,"threshold_uncertainty_score":0.1377414,"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."}}