{"id":"W2042793251","doi":"10.5888/pcd11.130350","title":"Perceived Benefits and Challenges of Coordinated Approaches to Chronic Disease Prevention in State Health Departments","year":2014,"lang":"en","type":"article","venue":"Preventing Chronic Disease","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Chronic Disease Prevention and Health Promotion; National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health; National Cancer Institute; Centers for Disease Control and Prevention; McMaster University","keywords":"Medicine; Chronic disease; Disease; Disease prevention; Family medicine; Environmental health; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001881234,0.0002303462,0.0004094105,0.0002429415,0.0003970474,0.0000154273,0.0002085221,0.00006786048,0.00007098367],"category_scores_gemma":[0.0004572517,0.0002323903,0.00006956689,0.0002609144,0.00005082507,0.0002155729,0.0002194542,0.000259065,0.00003138586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001028794,"about_ca_system_score_gemma":0.00338675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008446213,"about_ca_topic_score_gemma":0.002526355,"domain_scores_codex":[0.9962023,0.001127692,0.0008729931,0.0005240161,0.0002720953,0.001000935],"domain_scores_gemma":[0.997676,0.0001984558,0.0004533526,0.0004411022,0.00007009837,0.00116098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000468967,0.00204691,0.2326291,0.03762564,0.0001147394,0.000002390214,0.01686513,0.002974488,0.00002557106,0.02208371,0.002186832,0.6829765],"study_design_scores_gemma":[0.001677321,0.0002416719,0.9803033,0.002536258,0.00003163984,1.537338e-7,0.000499779,0.005345774,0.000001408109,0.001691685,0.007444519,0.0002264908],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9596382,0.01647553,0.0001326621,0.02045798,0.0003558217,0.00248254,0.0000592735,0.00007953373,0.0003184201],"genre_scores_gemma":[0.9944595,0.003476407,0.00009384359,0.0004326463,0.0003078534,0.0005807962,0.0001119536,0.00004002392,0.0004969457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7476742,"threshold_uncertainty_score":0.9476601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1800871801547078,"score_gpt":0.4231364742264501,"score_spread":0.2430492940717423,"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."}}