{"id":"W4384569935","doi":"10.12927/cjnl.2023.27126","title":"Retention of Canadian Advanced Practice Nurses: What Will It Take?","year":2023,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McMaster University; Canadian Institute for Advanced Research; McMaster University Medical Centre; Dalhousie University","funders":"","keywords":"Workforce; Nursing; Advanced Practice Nurses; Economic shortage; Health care; Nurse practitioners; Medicine; Nursing shortage; Human resources; Physician assistants; Business; Nurse education; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001461802,0.0001789343,0.0002700622,0.0007731324,0.000781576,0.00005293349,0.0002254938,0.0003174325,0.0004798899],"category_scores_gemma":[0.001576855,0.0001860143,0.00007415294,0.001604752,0.000153673,0.002394834,0.000008972459,0.0008178514,0.0007079136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003932544,"about_ca_system_score_gemma":0.0005764191,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009482711,"about_ca_topic_score_gemma":0.01326255,"domain_scores_codex":[0.9969883,0.0008195601,0.0004893823,0.0003552211,0.0003894064,0.0009581315],"domain_scores_gemma":[0.9970272,0.001461087,0.000466045,0.0004277873,0.0003158482,0.0003020445],"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":[0.001062918,0.0002360461,0.001388852,0.001008572,0.000111395,0.0000618173,0.1768236,0.0001558284,0.003674634,0.008208412,0.4947419,0.3125261],"study_design_scores_gemma":[0.0005241449,0.0001176744,0.002948883,0.004397322,0.00009131087,0.000006475959,0.4713729,0.0001077993,0.00008374053,0.0007938447,0.519377,0.0001788962],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06210892,0.002654435,0.00005850115,0.7142147,0.01994472,0.001506584,0.00003005352,0.0005006705,0.1989814],"genre_scores_gemma":[0.9554139,0.001005628,0.001521522,0.007032365,0.0007992473,0.00006203766,0.0001484041,0.0001087168,0.03390816],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.893305,"threshold_uncertainty_score":0.9971132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3623101740897964,"score_gpt":0.4594296607722712,"score_spread":0.09711948668247483,"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."}}