{"id":"W2767666035","doi":"10.17269/cjph.108.5864","title":"A strategic approach to workforce development for local public health","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Workforce; Population health; Workforce development; Workforce planning; Public health; Human resources; Population; Business; Public relations; Psychological intervention; Knowledge management; Medicine; Nursing; Economic growth; Political science; Environmental health; Management; Economics; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03044487,0.0009863878,0.0005235526,0.003863567,0.02493935,0.02135873,0.004846541,0.01701488,0.0202821],"category_scores_gemma":[0.02493222,0.0007982536,0.001002859,0.002328284,0.01163815,0.01012391,0.02141103,0.0146342,0.002790324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03658811,"about_ca_system_score_gemma":0.3317721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07212578,"about_ca_topic_score_gemma":0.1855406,"domain_scores_codex":[0.9771061,0.01088308,0.0006429693,0.0008804417,0.003784184,0.006703275],"domain_scores_gemma":[0.959135,0.00574567,0.0009406907,0.0006942207,0.007060121,0.0264243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005074287,0.0007027689,0.004107093,0.0005836733,0.00004093032,0.0008966059,0.03156773,0.001630136,0.0009238158,0.5870866,0.2830347,0.08937518],"study_design_scores_gemma":[0.00008898799,0.0002455421,0.003827346,0.001493888,0.00002984556,0.0002892961,0.142625,0.00187682,0.0004653131,0.2336151,0.6153294,0.0001133814],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.009983161,0.001340901,0.0223378,0.8327804,0.002842188,0.0008265777,0.00009312182,0.000162845,0.1296331],"genre_scores_gemma":[0.6141053,0.003399568,0.08449046,0.1592474,0.001349885,0.003227941,0.0002455086,0.000164344,0.1337695],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07212578,"threshold_uncertainty_score":0.2654666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.362918708581495,"score_gpt":0.461240594008606,"score_spread":0.09832188542711096,"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."}}