{"id":"W4398138469","doi":"10.7196/sajph.2024.v7i2.1869","title":"Professional education and training of public health and preventive medicine specialists in Canada","year":2024,"lang":"en","type":"article","venue":"Southern African Journal of Public Health","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Public Health Ontario; University of Toronto","funders":"","keywords":"Training (meteorology); Preventive healthcare; Public health; Medical education; Professional development; Medicine; Family medicine; Nursing; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001497266,0.0002048664,0.0002562203,0.001584991,0.005614467,0.001354952,0.001175617,0.0009568111,0.01154261],"category_scores_gemma":[0.00581095,0.0004548754,0.0002897608,0.001807333,0.0007368673,0.0004038683,0.001243045,0.001334415,0.0009382662],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06578138,"about_ca_system_score_gemma":0.2232395,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9813489,"about_ca_topic_score_gemma":0.994017,"domain_scores_codex":[0.9976198,0.0002631191,0.00006091026,0.0001608102,0.0007266845,0.0011687],"domain_scores_gemma":[0.9850182,0.0005055137,0.0004493003,0.00008361621,0.003780289,0.01016313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003521046,0.001238399,0.4028756,0.001311989,0.00007456844,0.001801993,0.01856275,0.0008859477,0.002862489,0.005497845,0.2160133,0.3485231],"study_design_scores_gemma":[0.0001005357,0.0001817362,0.7924414,0.0009441842,0.00002913794,0.000572318,0.0133058,0.001051444,0.0005007795,0.0004955002,0.1903134,0.0000638296],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7766473,0.01547525,0.001489977,0.08579805,0.001470045,0.0006595277,0.004181172,0.0003089632,0.1139697],"genre_scores_gemma":[0.9272295,0.007404392,0.003557665,0.009382366,0.000189112,0.0001810268,0.001231393,0.00004289524,0.0507817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9342186,"threshold_uncertainty_score":0.4772795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1444187416568929,"score_gpt":0.4551870884169189,"score_spread":0.310768346760026,"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."}}