{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01264028,0.0005039323,0.001004927,0.001518542,0.01337893,0.01017534,0.00506905,0.005043497,0.005561472],"category_scores_gemma":[0.0461324,0.0003530365,0.0008354197,0.00346331,0.004456684,0.00685843,0.003480592,0.007104328,0.0009465092],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1373336,"about_ca_system_score_gemma":0.3235476,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9793617,"about_ca_topic_score_gemma":0.9883325,"domain_scores_codex":[0.9882345,0.001132593,0.0003692191,0.0005855279,0.004381639,0.005296583],"domain_scores_gemma":[0.9475687,0.003577418,0.003025251,0.0003682947,0.02843903,0.01702133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002891047,0.0003485956,0.1415598,0.002873665,0.0001096557,0.0004796181,0.02574055,0.0003749356,0.0002578689,0.009297181,0.3406388,0.4780302],"study_design_scores_gemma":[0.0001148938,0.0005395831,0.4582314,0.01722945,0.000356932,0.0006626559,0.249123,0.001531809,0.0006876129,0.006884222,0.2640294,0.0006089456],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08112007,0.04755046,0.0005213632,0.8497047,0.002878515,0.0001454048,0.001365619,0.0001098966,0.0166039],"genre_scores_gemma":[0.8482435,0.06411885,0.00203434,0.07315241,0.001911631,0.0002702999,0.001809159,0.00007678515,0.008383011],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8626664,"threshold_uncertainty_score":0.9964299,"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."}}