{"id":"W2163891787","doi":"10.12927/cjnl.2002.19135","title":"Supply and Demand for Cardiac Nurses in Ontario: Perceptions of CNOs","year":2002,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Casual; Officer; Nursing; Human resources; Health care; Economic shortage; Sample (material); Business; Human resource management; Medicine; Psychology; Government (linguistics); Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001004879,0.0001311773,0.0001490819,0.0007607439,0.00555786,0.001935369,0.0005369994,0.0004536428,0.00430355],"category_scores_gemma":[0.004517429,0.0002206937,0.0001618897,0.001322684,0.001397669,0.0006168311,0.001455611,0.0006176697,0.0002758237],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02260484,"about_ca_system_score_gemma":0.02272154,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9415409,"about_ca_topic_score_gemma":0.9755152,"domain_scores_codex":[0.9988626,0.0001285473,0.00005536744,0.0000592527,0.0004562655,0.0004379485],"domain_scores_gemma":[0.9944562,0.0006076368,0.001118744,0.00006163234,0.001627252,0.002128556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000188551,0.00009809298,0.7892088,0.0001483645,0.00001585119,0.0009193578,0.1806148,0.0001559363,0.001549348,0.001067158,0.006590514,0.01944322],"study_design_scores_gemma":[0.00001031247,0.0000965463,0.7041566,0.00006539113,0.000005141115,0.00009996053,0.2786223,0.0002264351,0.00007090028,0.0001082586,0.01651455,0.00002350751],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896605,0.0001454601,0.00003310539,0.002104017,0.00001380556,0.00001949779,0.0001524554,0.00000332398,0.007867771],"genre_scores_gemma":[0.9960305,0.000319774,0.00005134841,0.0004421353,0.00001260711,0.00001695687,0.00009808203,0.000003845717,0.003024645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9773952,"threshold_uncertainty_score":0.1640103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4379949930948286,"score_gpt":0.4077567734757884,"score_spread":0.03023821961904027,"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."}}