{"id":"W2766749948","doi":"10.1503/cmaj.171133","title":"Why public health is the most challenging specialty of all","year":2017,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public health; Health care; Specialty; Population health; Population; Public relations; Community health; Health policy; Computer science; Medicine; Environmental health; Political science; Nursing; Family medicine; Law","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":[0.008117222,0.0007570185,0.0008844635,0.00130044,0.007639426,0.008279241,0.001685385,0.01371942,0.0332431],"category_scores_gemma":[0.02223127,0.000500198,0.0007335715,0.001058298,0.01362347,0.01325332,0.005479454,0.02603887,0.01164505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007335414,"about_ca_system_score_gemma":0.02303682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02767103,"about_ca_topic_score_gemma":0.04451177,"domain_scores_codex":[0.9892874,0.003073256,0.0002430208,0.0008416274,0.004030495,0.00252419],"domain_scores_gemma":[0.9762307,0.005501697,0.0009881436,0.001015009,0.006508877,0.009755502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009318927,0.00001798368,0.0004850393,0.0001411669,0.00000915599,0.00007405317,0.0004092989,0.00002174038,0.00007535957,0.02070324,0.9610807,0.01697297],"study_design_scores_gemma":[0.00001452751,0.00003161683,0.0023429,0.001050204,0.00001309376,0.0005869848,0.002953212,0.00006197794,0.00009564123,0.03780026,0.9550107,0.00003878273],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002716821,0.005105963,0.0002947701,0.9759975,0.009409678,0.000006233585,0.00004249272,0.0000792494,0.008792395],"genre_scores_gemma":[0.02356282,0.01275141,0.001363615,0.922879,0.02306093,0.00004058161,0.0001448514,0.0001968491,0.0159999],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0332431,"threshold_uncertainty_score":0.1112092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08349818371377946,"score_gpt":0.4068629075051697,"score_spread":0.3233647237913903,"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."}}