{"id":"W4220790383","doi":"10.1080/10376178.2022.2056067","title":"No more unimplementable nurse workforce planning","year":2022,"lang":"en","type":"review","venue":"Contemporary Nurse","topic":"Nursing education and management","field":"Nursing","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Kwangwoon University; Korea National University of Transportation","keywords":"Workforce; Nursing; Staffing; Workforce planning; Nurse education; Health care; Nursing shortage; 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":[0.01638038,0.0008739009,0.000716971,0.001402817,0.002742349,0.008841474,0.003135347,0.003806453,0.02952991],"category_scores_gemma":[0.05444046,0.0004781104,0.0007403747,0.001079446,0.008755307,0.01210718,0.006683674,0.00908287,0.007706641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005565872,"about_ca_system_score_gemma":0.01292661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004152478,"about_ca_topic_score_gemma":0.004254799,"domain_scores_codex":[0.986728,0.007133345,0.0007007697,0.001667321,0.00333806,0.0004325084],"domain_scores_gemma":[0.9680656,0.01791405,0.002372629,0.003633481,0.006044224,0.001969961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009477746,0.0001109043,0.0006384932,0.001956683,0.0000444725,0.00009803234,0.002271503,0.00197342,0.0004422249,0.6416391,0.1921414,0.158589],"study_design_scores_gemma":[0.00001921651,0.00007357475,0.000321651,0.002555696,0.00001828786,0.00008454675,0.002132562,0.001007852,0.0003657219,0.2684514,0.7249331,0.00003637081],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.003920485,0.0338676,0.05944663,0.6956232,0.03061715,0.0001361983,0.0005603785,0.0004218828,0.1754064],"genre_scores_gemma":[0.360159,0.07821227,0.1514836,0.2479398,0.0348016,0.0009183697,0.001139655,0.0008714059,0.1244744],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02952991,"threshold_uncertainty_score":0.09878737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1360849274478594,"score_gpt":0.4145574286777773,"score_spread":0.278472501229918,"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."}}