{"id":"W2018292075","doi":"10.12927/cjnl.2012.22732","title":"Leadership for Health System Transformation: What's Needed in Canada? Brief for the Canadian Nurses Association's National Expert Commission on The Health of Our Nation – The Future of Our Health System","year":2012,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Commission; Political science; Association (psychology); Healthcare system; Nursing; Medicine; Psychology; Health care; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.009412414,0.000289835,0.0007408755,0.0002582643,0.003309826,0.0000423374,0.0004872594,0.0002834744,0.000004404908],"category_scores_gemma":[0.0003216815,0.0001809152,0.0001704782,0.0005010396,0.00003740204,0.0004113897,0.000007124252,0.0008522837,0.000002532876],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.03733179,"about_ca_system_score_gemma":0.03934152,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.787957,"about_ca_topic_score_gemma":0.9625562,"domain_scores_codex":[0.9932373,0.002236005,0.001531747,0.0002494051,0.001143642,0.001601965],"domain_scores_gemma":[0.9941376,0.002756278,0.001667971,0.0003958959,0.0006126103,0.000429634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003641248,0.0000874259,0.0017764,0.007219747,0.00007141066,8.765802e-8,0.1267166,0.00008063993,0.000001435586,0.08072095,0.7638742,0.01908698],"study_design_scores_gemma":[0.001300556,0.0001894175,0.009175871,0.003754816,0.00001489988,0.000002995084,0.9149793,0.0005835365,0.00001225691,0.0000463028,0.0697843,0.0001557469],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0004426549,0.009020323,0.0003099524,0.9757972,0.007981837,0.005474424,0.0003088682,0.00004552543,0.0006192512],"genre_scores_gemma":[0.9068183,0.00009374872,0.00009509478,0.0900153,0.001975584,0.0005462319,0.0001371716,0.00004480887,0.0002737828],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9063756,"threshold_uncertainty_score":0.9979877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.29940624290498,"score_gpt":0.4212837134606426,"score_spread":0.1218774705556626,"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."}}