{"id":"W4308427462","doi":"10.1016/s2352-4642(22)00278-4","title":"Estimating causal effects of physical activity and sedentary behaviours on the development of type 2 diabetes in at-risk children from childhood to late adolescence: an analysis of the QUALITY cohort","year":2022,"lang":"en","type":"article","venue":"The Lancet Child & Adolescent Health","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University; McGill University; Centre Hospitalier de l’Université de Montréal; Université Laval; Université de Montréal; Centre hospitalier universitaire de Québec; Centre Hospitalier Universitaire Sainte-Justine","funders":"Canadian Institutes of Health Research; Fonds de Recherche du Québec - Santé; Canadian Society of Endocrinology and Metabolism; University of Toronto; Concordia University; Université de Montréal; Université Laval; McGill University; Heart and Stroke Foundation of Canada","keywords":"Medicine; Type 2 diabetes; Demography; Cohort; Waist; Childhood obesity; Obesity; Confounding; Cohort study; Body mass index; Overweight; Gerontology; Diabetes mellitus; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03326009,0.001682655,0.002661205,0.001747085,0.001582084,0.003323816,0.00371212,0.003034479,0.002971084],"category_scores_gemma":[0.05262314,0.003048789,0.01204259,0.003817066,0.001302222,0.001326528,0.003531271,0.005507357,0.0004321944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001877871,"about_ca_system_score_gemma":0.003354889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2217303,"about_ca_topic_score_gemma":0.143259,"domain_scores_codex":[0.9830697,0.0107349,0.001137535,0.002568492,0.0009612592,0.001528231],"domain_scores_gemma":[0.9350317,0.03421259,0.01046561,0.01534163,0.002512033,0.00243633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002960486,0.0001171988,0.966262,0.0001771049,0.02232719,0.0001868334,0.0002948946,0.002023368,0.0002759463,0.000505294,0.001158508,0.003711021],"study_design_scores_gemma":[0.001188063,0.0006480955,0.9665768,0.0002438733,0.02082456,0.0003807343,0.0004832102,0.006194193,0.000324492,0.001001058,0.002041405,0.0000933768],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731171,0.009582471,0.00639767,0.001108522,0.0002247789,0.0001279547,0.008875635,0.00009076729,0.0004750531],"genre_scores_gemma":[0.9839843,0.002521835,0.004872018,0.0003469591,0.0001114413,0.0002022647,0.006599951,0.00008382642,0.00127743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2217303,"threshold_uncertainty_score":0.4408793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01719907810015371,"score_gpt":0.3111037197288503,"score_spread":0.2939046416286966,"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."}}