{"id":"W2889151813","doi":"10.1016/s2468-2667(18)30158-0","title":"Why causality, and not prediction, should guide obesity prevention policy","year":2018,"lang":"en","type":"letter","venue":"The Lancet Public Health","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Overweight; Obesity; Underweight; Body mass index; Medicine; Population; Gerontology; Public health; Demography; Environmental health; Internal medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002814782,0.0004730534,0.001365831,0.0002461252,0.000420023,0.0001741668,0.000491776,0.0006632326,0.000117257],"category_scores_gemma":[0.0005759906,0.0003365799,0.0001848546,0.0004247247,0.0004532706,0.0002881795,0.0004444799,0.002701382,0.00009531576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007885851,"about_ca_system_score_gemma":0.001677393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003576073,"about_ca_topic_score_gemma":0.0007096405,"domain_scores_codex":[0.9951609,0.001038104,0.0006653566,0.0007846573,0.001075978,0.001274976],"domain_scores_gemma":[0.9969202,0.0002594783,0.0004993167,0.001548162,0.0003422771,0.0004305784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001501695,0.0006303659,0.0157411,0.001222622,0.0001514421,0.00001146692,0.0001637096,4.261712e-8,0.000004151183,0.0008995171,0.9802672,0.0008933776],"study_design_scores_gemma":[0.0007193018,0.000497985,0.1906,0.000195674,0.00007315399,0.00007419928,0.00001023114,0.00002943576,0.000009162164,0.003357921,0.8042385,0.0001944595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01716588,0.0001019865,0.0001208613,0.9738918,0.0004901469,0.001258628,0.0003877702,0.0003698124,0.006213144],"genre_scores_gemma":[0.03071651,0.0005774832,0.0001608322,0.9097044,0.05017789,0.0000737381,0.0007773759,0.00008919041,0.007722544],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1760287,"threshold_uncertainty_score":0.9999086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1342789337987082,"score_gpt":0.3860798451893571,"score_spread":0.2518009113906489,"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."}}