{"id":"W4281733459","doi":"10.1097/phh.0000000000001544","title":"Building a Strong Foundation for Public Health Transformation","year":2022,"lang":"en","type":"article","venue":"Journal of Public Health Management and Practice","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cégep de Lévis","funders":"","keywords":"Public health; Distrust; Public relations; International health; Work (physics); Public health law; Pandemic; Health policy; Political science; Resilience (materials science); Public administration; Jurisdiction; Business; Medicine; Coronavirus disease 2019 (COVID-19); Nursing; Law; Engineering","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":[0.09559885,0.002028336,0.002020686,0.005119851,0.01682966,0.03644576,0.00569743,0.02438228,0.02763374],"category_scores_gemma":[0.09409365,0.001668744,0.002233011,0.002624553,0.04381024,0.03722478,0.06429897,0.05310204,0.01029961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01822755,"about_ca_system_score_gemma":0.1410362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005350252,"about_ca_topic_score_gemma":0.005272989,"domain_scores_codex":[0.9258521,0.03665223,0.002328239,0.006241877,0.01205545,0.01687015],"domain_scores_gemma":[0.8638833,0.03297715,0.004849061,0.01367457,0.01736736,0.06724863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007126065,0.0007336923,0.002756022,0.0006329219,0.0001233438,0.0008705416,0.0119984,0.001206543,0.0007622368,0.5753872,0.31449,0.09096778],"study_design_scores_gemma":[0.00006262978,0.0001310927,0.001109906,0.00123283,0.00001714739,0.0001657208,0.007073211,0.0005968711,0.0002433523,0.2503948,0.7389114,0.0000611775],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002765484,0.004783987,0.0183416,0.8929291,0.007798094,0.0003919918,0.000138424,0.0007458068,0.07210555],"genre_scores_gemma":[0.3700565,0.01057947,0.06306632,0.5010273,0.01247002,0.002083825,0.0007669767,0.001164361,0.03878528],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09559885,"threshold_uncertainty_score":0.5055811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3052169554464906,"score_gpt":0.5384639799234476,"score_spread":0.2332470244769571,"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."}}