{"id":"W4224019986","doi":"10.1101/2022.04.12.22273769","title":"Triangulating Causality Between Childhood Obesity and Neurobehavior: Twin and Longitudinal Evidence","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"Eesti Teadusagentuur","keywords":"Psychology; Psychopathology; Developmental psychology; Longitudinal study; Cognition; Twin study; Impulsivity; Causality (physics); Obesity; Clinical psychology; Medicine; Neuroscience","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":[0.01824778,0.0006080197,0.0007913958,0.001965446,0.001098294,0.001606133,0.001088738,0.0006628762,0.001850414],"category_scores_gemma":[0.03622122,0.0008368734,0.001418661,0.00281124,0.001156932,0.0009580631,0.002151423,0.00115638,0.0001927614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004509711,"about_ca_system_score_gemma":0.0007984567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01320465,"about_ca_topic_score_gemma":0.01152881,"domain_scores_codex":[0.99197,0.005242403,0.0006614302,0.001249473,0.0006144499,0.0002623501],"domain_scores_gemma":[0.9671086,0.0157702,0.006218648,0.00689073,0.003291814,0.0007199716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002253039,0.00004159088,0.9895244,0.0001004653,0.002780696,0.000136811,0.0005138369,0.0002816458,0.0002642186,0.0006416852,0.0002293766,0.005259866],"study_design_scores_gemma":[0.00005039192,0.000250651,0.9850663,0.0003664886,0.003873541,0.000812635,0.000939225,0.002759215,0.0004723938,0.003575093,0.001801249,0.00003280294],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838585,0.006647936,0.006961212,0.0003257956,0.00007288621,0.00006363302,0.0009005985,0.00001853326,0.001150973],"genre_scores_gemma":[0.9939719,0.001128099,0.003941921,0.00007101834,0.00002080252,0.00004660802,0.0006693769,0.00001191812,0.0001382628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01824778,"threshold_uncertainty_score":0.09650457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07365034430640485,"score_gpt":0.3376382127175556,"score_spread":0.2639878684111507,"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."}}