{"id":"W4401079400","doi":"10.1111/phn.13383","title":"Building a strong public health nursing workforce in Canada: A continuing education solution","year":2024,"lang":"en","type":"article","venue":"Public Health Nursing","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centennial College; University of Manitoba; Toronto Metropolitan University; University of Toronto; Dalhousie University; University of Sudbury; George Brown College; Mount Royal University; Mohawk College","funders":"","keywords":"Public health nursing; Nursing; Public health; Workforce; Nurse education; Legislation; Scope of practice; Health education; Occupational health nursing; Medicine; Population; Continuing education; Health care; Political science; Medical education; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.008864882,0.0004683666,0.0008537317,0.001483173,0.002157428,0.0003086669,0.0004339626,0.0002986144,0.0001348078],"category_scores_gemma":[0.001042742,0.0005117214,0.00009968676,0.003032543,0.0001249443,0.001538315,0.00006007202,0.002232114,0.00004044128],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.06174908,"about_ca_system_score_gemma":0.1604704,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8114685,"about_ca_topic_score_gemma":0.453042,"domain_scores_codex":[0.9879498,0.002538917,0.002549081,0.0009930647,0.0008770821,0.005092056],"domain_scores_gemma":[0.9949666,0.0008325925,0.0008152314,0.0006193217,0.000382054,0.002384146],"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":[0.000005963448,0.0001929284,0.003385645,0.0009280538,0.00000818427,9.897527e-7,0.04114925,0.00001236084,0.000005665954,0.05809585,0.07437924,0.8218359],"study_design_scores_gemma":[0.0008324698,0.0001390574,0.04031109,0.02761537,0.000009716941,0.00004122618,0.1285263,0.03332891,8.159323e-7,0.002130382,0.7663195,0.0007451304],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1410759,0.01888251,0.03449797,0.7731532,0.01931134,0.003073743,0.00004683665,0.0006022737,0.009356233],"genre_scores_gemma":[0.9745263,0.0005479773,0.003240659,0.01728123,0.002866473,0.0005371502,0.0002232088,0.0001357156,0.0006412258],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8334504,"threshold_uncertainty_score":0.9997334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.122568449245744,"score_gpt":0.480404237675982,"score_spread":0.357835788430238,"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."}}