{"id":"W6884640608","doi":"10.11575/prism/40349","title":"Mapping the Transition to Competence By Design in Public Health and Preventive Medicine in Canada","year":2022,"lang":"en","type":"other","venue":"PRISM (University of Calgary)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public health; Competence (human resources); Scope of practice; Specialty; Curriculum; Preventive healthcare; Community health; Officer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02403863,0.0004589232,0.0006314122,0.003999573,0.01687862,0.008950233,0.003142748,0.00136406,0.001502662],"category_scores_gemma":[0.03623812,0.0007831241,0.0007105772,0.007839479,0.01232378,0.002036092,0.007211979,0.002797437,0.0001357289],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.337442,"about_ca_system_score_gemma":0.5223182,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.987111,"about_ca_topic_score_gemma":0.9917818,"domain_scores_codex":[0.9695256,0.01035244,0.001316086,0.002098384,0.01015313,0.006554279],"domain_scores_gemma":[0.9582804,0.0127296,0.002894496,0.001409983,0.0183265,0.006358963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002026052,0.0003680792,0.1383144,0.001610016,0.00005663815,0.000763137,0.6888537,0.002657541,0.001592173,0.02180431,0.006077329,0.1377001],"study_design_scores_gemma":[0.00004302401,0.0002488433,0.2631368,0.001737498,0.00004600798,0.0001632922,0.6486014,0.003566277,0.001306489,0.003190143,0.07783166,0.0001285898],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9478701,0.002495873,0.007715174,0.009809135,0.00007008023,0.001733093,0.0008800566,0.00007794497,0.02934865],"genre_scores_gemma":[0.9897941,0.0006530927,0.006852977,0.0005280207,0.000003761877,0.0002908068,0.0002052752,0.0000196325,0.001652422],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.662558,"threshold_uncertainty_score":0.7684733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02278549448048978,"score_gpt":0.1981031761538427,"score_spread":0.1753176816733529,"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."}}