{"id":"W3039490588","doi":"10.1097/nnd.0000000000000655","title":"Proactive and Reactive Strategies to Prepare the Nursing Workforce","year":2020,"lang":"en","type":"article","venue":"Journal for Nurses in Professional Development","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nurses Association","funders":"","keywords":"Workforce; Nursing; Psychology; Medical education; Medicine; Political science","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":[0.0135931,0.0008466952,0.0003377804,0.001442802,0.004874393,0.00676909,0.002244405,0.003826619,0.02431483],"category_scores_gemma":[0.02505575,0.0003367735,0.0005752085,0.000598472,0.001873733,0.005075214,0.006989371,0.003981037,0.006304971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00282173,"about_ca_system_score_gemma":0.01961781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003393187,"about_ca_topic_score_gemma":0.01287507,"domain_scores_codex":[0.9935767,0.003277124,0.0002739985,0.0004647246,0.001525491,0.0008820234],"domain_scores_gemma":[0.9836122,0.005221676,0.0009745694,0.0005541224,0.002620709,0.007016745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003242372,0.001702601,0.01363542,0.001360217,0.00006508933,0.000670531,0.02973641,0.0005707574,0.002072878,0.03398037,0.2877012,0.6281804],"study_design_scores_gemma":[0.0003970295,0.00155863,0.0217762,0.007284611,0.0001374141,0.00146737,0.1295495,0.002049159,0.003086325,0.07350864,0.7589061,0.0002790781],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06733803,0.02121789,0.05251541,0.4872424,0.02170825,0.002133528,0.0003342202,0.001414049,0.3460962],"genre_scores_gemma":[0.5450065,0.02564227,0.1169238,0.1073041,0.003413211,0.004630604,0.0007367971,0.0005130372,0.1958297],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02431483,"threshold_uncertainty_score":0.08134121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09536245071919466,"score_gpt":0.4926239604500627,"score_spread":0.397261509730868,"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."}}