{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001570223,0.0003129471,0.0004783601,0.0006837724,0.0009203295,0.0002417852,0.0006767942,0.0001559831,0.000085493],"category_scores_gemma":[0.001996416,0.0002697058,0.0001933929,0.001058252,0.003374323,0.0006758611,0.000003493323,0.00127489,0.00002537209],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004522605,"about_ca_system_score_gemma":0.01176023,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7023286,"about_ca_topic_score_gemma":0.9378515,"domain_scores_codex":[0.996079,0.0005677249,0.0008262741,0.0003355191,0.0008624336,0.001329006],"domain_scores_gemma":[0.996635,0.001140522,0.0002379108,0.0004910692,0.0004001975,0.001095276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.003198016,0.001868585,0.03715007,0.0007385011,0.000292871,0.004858841,0.1615889,0.003987005,0.001646606,0.1905695,0.489411,0.1046901],"study_design_scores_gemma":[0.003426988,0.0007948515,0.4433078,0.01180422,0.001637305,0.004682293,0.3322201,0.004022486,0.002635339,0.1844992,0.008586504,0.002382872],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5159951,0.001050645,0.00007744468,0.4635426,0.01625114,0.0002155793,0.00003157295,0.00004906383,0.002786825],"genre_scores_gemma":[0.9961522,0.000003916755,0.0001992784,0.002029502,0.00128764,0.00000487068,0.000008806326,0.00007599961,0.0002377521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4808245,"threshold_uncertainty_score":0.9999755,"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."}}