{"id":"W4286264010","doi":"10.1097/nna.0000000000001175","title":"Nursing Work Environment Staffing Councils","year":2022,"lang":"en","type":"article","venue":"JONA The Journal of Nursing Administration","topic":"Nursing education and management","field":"Nursing","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Studies","funders":"","keywords":"Staffing; Nursing; Work (physics); Work environment; Business; Medicine; Engineering","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":[0.002874065,0.0001075881,0.0001203183,0.000532515,0.001337814,0.0006495422,0.0005609139,0.0002163816,0.004823702],"category_scores_gemma":[0.008396938,0.0001297695,0.0001349825,0.0003520216,0.0004530868,0.0003471523,0.001193427,0.0004046257,0.0005394277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001152845,"about_ca_system_score_gemma":0.004559294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01020819,"about_ca_topic_score_gemma":0.02196479,"domain_scores_codex":[0.9972473,0.0007938977,0.0002215023,0.0002478494,0.001054023,0.000435411],"domain_scores_gemma":[0.9851548,0.002279023,0.003408599,0.0008594253,0.004417383,0.00388081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001177985,0.0006441231,0.8095261,0.0001744359,0.00004065547,0.0002256557,0.006522328,0.0003547321,0.002085715,0.0004642675,0.007451934,0.1723921],"study_design_scores_gemma":[0.00001707222,0.0006613503,0.9574104,0.0001133468,0.00001746013,0.0002355535,0.01364666,0.0002827114,0.0008969586,0.0001907483,0.02650388,0.00002378773],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984955,0.0001612816,0.0009752838,0.0006528825,0.00007755537,0.0001038319,0.0001684648,0.00005334513,0.01285237],"genre_scores_gemma":[0.9948663,0.0001287681,0.001662886,0.0001720769,0.00002257764,0.00007736063,0.0001922243,0.000006192844,0.002871685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01020819,"threshold_uncertainty_score":0.02029753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04435185704132226,"score_gpt":0.3155132555975926,"score_spread":0.2711613985562703,"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."}}