{"id":"W2083584476","doi":"10.1159/000354198","title":"The Imperative of Public Health Education: A Global Perspective","year":2013,"lang":"en","type":"review","venue":"Medical Principles and Practice","topic":"Global Health and Surgery","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sport Centre Pacific; University of Victoria","funders":"Kuwait University","keywords":"Accreditation; Public relations; Public health; Medicine; Health promotion; Population; Context (archaeology); International health; Health policy; Political science; Medical education; Nursing; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005089831,0.0002629549,0.001311689,0.0000463006,0.0002805622,0.00005642742,0.0001746769,0.000301864,0.0001781452],"category_scores_gemma":[0.02950263,0.0001408667,0.0002113946,0.000378806,0.0003578948,0.0001373468,0.0001403161,0.0007655013,0.00004882321],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006376571,"about_ca_system_score_gemma":0.02318847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00109447,"about_ca_topic_score_gemma":0.0000582425,"domain_scores_codex":[0.9958858,0.001516656,0.0009112172,0.0003555916,0.0008119348,0.0005188323],"domain_scores_gemma":[0.9920182,0.004512182,0.0008628204,0.0004108457,0.0007261757,0.001469769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002126908,0.0002128497,0.00001031046,0.005169675,0.0001507252,0.000009311932,0.0001452869,1.126665e-9,7.430052e-10,0.07294503,0.007742079,0.9135935],"study_design_scores_gemma":[0.000158965,0.0002175347,0.00005559574,0.003662746,0.0002024692,0.001847762,0.003088274,0.000003440746,2.787031e-9,0.0001211555,0.990541,0.0001010732],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003294607,0.8974921,0.0000362919,0.06862794,0.0004907121,0.001097084,0.00002122306,0.00001769276,0.03221364],"genre_scores_gemma":[0.00002625082,0.9941359,0.0004238453,0.004083819,0.0004653089,0.0001350243,0.00003409817,0.00001405064,0.0006817378],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9827989,"threshold_uncertainty_score":0.9823492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1836531221306348,"score_gpt":0.500692662867278,"score_spread":0.3170395407366432,"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."}}