{"id":"W2062655118","doi":"10.1097/nnr.0b013e31822228dc","title":"Nurse Dose","year":2011,"lang":"en","type":"article","venue":"Nursing Research","topic":"Nursing education and management","field":"Nursing","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Staffing; Poisson regression; Skill mix; Bivariate analysis; Medicine; Nursing; Acute care; Family medicine; Emergency medicine; Health care; Environmental health; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001329954,0.0002948812,0.0003100714,0.0006144488,0.0004842009,0.00123426,0.001196246,0.0004641849,0.06154605],"category_scores_gemma":[0.01147827,0.0001386839,0.0004049809,0.0009791207,0.0003218634,0.0007788879,0.001279727,0.00051704,0.01309409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001860601,"about_ca_system_score_gemma":0.003075792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005723301,"about_ca_topic_score_gemma":0.007224339,"domain_scores_codex":[0.9982709,0.0003574167,0.0001922174,0.0002419215,0.0007866037,0.0001509589],"domain_scores_gemma":[0.9954374,0.001075015,0.001324595,0.0003436334,0.001358424,0.0004608915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005347398,0.0002954617,0.2393246,0.002764833,0.00007839975,0.0004917673,0.001613316,0.0004662992,0.0008792166,0.0059127,0.0956523,0.6519863],"study_design_scores_gemma":[0.0001304514,0.0008749366,0.3173409,0.00320612,0.0001397186,0.002497976,0.002951964,0.0006498195,0.001616815,0.004891343,0.6656507,0.00004916815],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2957972,0.01231411,0.01306638,0.01930877,0.002704923,0.001429851,0.02498506,0.0009184616,0.6294752],"genre_scores_gemma":[0.8616958,0.01145266,0.009761582,0.006978767,0.0008117962,0.0009435501,0.009889868,0.0001919783,0.09827401],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06154605,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1767904780796262,"score_gpt":0.4649981547995854,"score_spread":0.2882076767199592,"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."}}