{"id":"W4283380919","doi":"10.1177/23733799221103203","title":"Education of Future Public Health Professionals Through Integrated Workshops","year":2022,"lang":"en","type":"article","venue":"Pedagogy in Health Promotion","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Variety (cybernetics); Public health; Knowledge management; Computer science; Medical education; Public relations; Medicine; Political science; Artificial intelligence; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.009321799,0.0007910199,0.0003724904,0.0009168298,0.002478014,0.00340636,0.002408475,0.002480052,0.01934768],"category_scores_gemma":[0.01287814,0.0005529694,0.0006250326,0.0005270211,0.0009330818,0.003045361,0.009909187,0.003590145,0.005143604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001553752,"about_ca_system_score_gemma":0.007752507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006813084,"about_ca_topic_score_gemma":0.002162354,"domain_scores_codex":[0.9945983,0.002689137,0.0002304268,0.0005072039,0.0008368632,0.001138115],"domain_scores_gemma":[0.9913834,0.002404133,0.0004949198,0.0005623957,0.001050516,0.004104591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006061595,0.01974517,0.00653752,0.001078815,0.00004856313,0.001946446,0.05596508,0.00305874,0.008032993,0.01772303,0.1524542,0.7328033],"study_design_scores_gemma":[0.00104837,0.004120887,0.01897931,0.003206467,0.00006865428,0.003163776,0.06901313,0.006300088,0.007178793,0.05442211,0.8322799,0.0002185956],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3951055,0.002219551,0.163357,0.05996095,0.006037562,0.008639109,0.0004504832,0.003059921,0.3611698],"genre_scores_gemma":[0.6532887,0.003631796,0.1693268,0.01407347,0.001374104,0.005329836,0.0006470173,0.0002231371,0.1521052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01934768,"threshold_uncertainty_score":0.06472439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1682077627253306,"score_gpt":0.5532458625153107,"score_spread":0.3850380997899801,"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."}}