{"id":"W2581771224","doi":"","title":"Needs-Based Workforce Planning for Nurses in Ontario","year":2010,"lang":"en","type":"article","venue":"Research Explorer (The University of Manchester)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Workforce; Workforce planning; Business; Public relations; Nursing; Medical education; Medicine; Political science; Economic growth; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001495684,0.0002201485,0.0002000781,0.001136819,0.009621886,0.001846232,0.001462512,0.001024746,0.00943244],"category_scores_gemma":[0.004720136,0.0005704459,0.0004159656,0.001849184,0.0008947367,0.0009643224,0.003371015,0.00130229,0.0004683138],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1046576,"about_ca_system_score_gemma":0.226588,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9874248,"about_ca_topic_score_gemma":0.9974548,"domain_scores_codex":[0.9984062,0.0002059342,0.00008465035,0.00006384267,0.0003498395,0.0008895434],"domain_scores_gemma":[0.9942846,0.000388157,0.0004221489,0.00007840879,0.00135514,0.003471583],"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":[0.0006967122,0.0005399256,0.567959,0.001398051,0.00008576095,0.00350374,0.1784051,0.004139404,0.001717765,0.007443417,0.08911032,0.1450008],"study_design_scores_gemma":[0.00007514353,0.0003019477,0.6508102,0.000481899,0.00004042991,0.0002614945,0.2471396,0.001480392,0.000271535,0.001136278,0.09792434,0.00007680259],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9268476,0.001294907,0.0004857431,0.02579196,0.0001593326,0.0007405292,0.002301818,0.00004016069,0.04233802],"genre_scores_gemma":[0.9550214,0.001440305,0.001709078,0.001832192,0.00003603283,0.000296261,0.0008548831,0.00003416739,0.0387756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8953424,"threshold_uncertainty_score":0.7593474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2086948163467967,"score_gpt":0.4543461187294973,"score_spread":0.2456513023827006,"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."}}