{"id":"W2228687341","doi":"10.1155/2016/2159890","title":"Lifestyle Interventions to Prevent Type 2 Diabetes: A Systematic Review of Economic Evaluation Studies","year":2016,"lang":"en","type":"review","venue":"Journal of Diabetes Research","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Université de Montréal","funders":"Islamic Development Bank; Canadian International Development Agency","keywords":"Psychological intervention; Type 2 diabetes; Diabetes mellitus; Medicine; Intensive care medicine; Nursing; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.06749779,0.0003154673,0.004892968,0.001304251,0.0004757571,0.00002180121,0.0009589844,0.0003367927,0.001585659],"category_scores_gemma":[0.03811388,0.000191624,0.0009895882,0.0006935743,0.0001080201,0.0003780163,0.0005190782,0.002096908,0.002970002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002256627,"about_ca_system_score_gemma":0.005371513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003808769,"about_ca_topic_score_gemma":0.00003056897,"domain_scores_codex":[0.9705988,0.02133807,0.005371624,0.0003105442,0.001513425,0.0008675483],"domain_scores_gemma":[0.9710829,0.01675342,0.005802765,0.0007435039,0.005231537,0.0003858607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000003449215,0.0001550481,0.00003209625,0.9476963,0.0009448656,8.949274e-7,0.000238366,1.585615e-7,3.093688e-7,0.0000496979,0.02631297,0.02456581],"study_design_scores_gemma":[0.0001464894,0.000677317,0.000006913163,0.8096424,0.002329882,7.9333e-7,0.0002733286,0.000001184363,5.225531e-7,0.000165339,0.1866331,0.0001227165],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001929022,0.9884325,8.267678e-7,0.001444363,0.001407285,0.008061079,0.00005395821,0.000007830415,0.0003992233],"genre_scores_gemma":[0.00002428139,0.9963266,0.00008098192,0.0001852433,0.0007607047,0.001033518,0.000009071891,0.00005165154,0.001527904],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1603201,"threshold_uncertainty_score":0.999327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5297499064459567,"score_gpt":0.678921634971757,"score_spread":0.1491717285258003,"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."}}