{"id":"W4390298359","doi":"10.25071/2291-5796.159","title":"Nursing in Canada: Broken, but not Beyond Repair","year":2023,"lang":"en","type":"article","venue":"Witness The Canadian Journal of Critical Nursing Discourse","topic":"Nursing Education, Practice, and Leadership","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Nursing; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.007345465,0.00051466,0.0008809328,0.002344243,0.0560986,0.02275652,0.00409451,0.01520286,0.01256096],"category_scores_gemma":[0.0264953,0.0006299161,0.0005926219,0.00532224,0.03918996,0.008158714,0.01095903,0.02454874,0.000915681],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1706057,"about_ca_system_score_gemma":0.458186,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9916412,"about_ca_topic_score_gemma":0.9965445,"domain_scores_codex":[0.9876288,0.001781171,0.0003968667,0.0009751636,0.004327054,0.004890924],"domain_scores_gemma":[0.973596,0.004469329,0.001523954,0.0007663298,0.009193134,0.01045127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008159037,0.00006051076,0.008371335,0.000446442,0.00003766099,0.001591461,0.2194591,0.0002514989,0.000408554,0.2301011,0.4814053,0.05778538],"study_design_scores_gemma":[0.00001528455,0.00001771761,0.009482227,0.001074289,0.00002741473,0.0003077147,0.2879261,0.0002194571,0.0001799855,0.0155817,0.6850269,0.0001411261],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0406732,0.02011068,0.0008066627,0.870211,0.009038299,0.00003838845,0.0002836092,0.00005821967,0.05877995],"genre_scores_gemma":[0.7038547,0.01391735,0.001664272,0.2127071,0.001528858,0.00005510563,0.0001987206,0.0001991701,0.06587476],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8293943,"threshold_uncertainty_score":0.9619799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0303411378147604,"score_gpt":0.3369963434882605,"score_spread":0.3066552056735001,"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."}}