{"id":"W4302027372","doi":"10.1177/02601060221129142","title":"Global impact on human obesity – A robust non-linear panel data analysis","year":2022,"lang":"en","type":"article","venue":"Nutrition and Health","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Obesity; Human obesity; Medicine; Environmental health; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0004363329,0.0001322023,0.0004615954,0.0001235224,0.0004706416,0.00001746513,0.0001306809,0.00003634206,0.000257566],"category_scores_gemma":[0.00001035205,0.0001204535,0.0001172141,0.000561628,0.00003661792,0.00008192788,0.0002086689,0.0002728405,0.00001066236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004717785,"about_ca_system_score_gemma":0.0001151615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002365194,"about_ca_topic_score_gemma":0.0005157802,"domain_scores_codex":[0.9986238,0.0001169888,0.0001933698,0.0004261047,0.0003758674,0.0002637961],"domain_scores_gemma":[0.9989797,0.00002697243,0.00009613913,0.0005486216,0.00003625798,0.0003122331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000233495,0.03876224,0.9229055,0.0006071303,0.0004610802,0.00004352547,0.00012043,0.0002388545,0.00003539208,0.001231289,0.03431097,0.001050109],"study_design_scores_gemma":[0.001684436,0.001342879,0.987765,0.00002854804,0.0001992557,0.00001353467,0.0001024998,0.007282294,0.000003385549,0.0004567365,0.001022042,0.00009946065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930523,0.000114587,0.00009657665,0.004613825,0.00003936835,0.0004485761,0.001080782,0.00006024533,0.0004937575],"genre_scores_gemma":[0.9955568,0.00008952709,0.0002312796,0.001806973,0.0002402574,0.00001625957,0.001997662,0.000008790279,0.00005241698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06485945,"threshold_uncertainty_score":0.491195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1579751861477332,"score_gpt":0.4198982092901292,"score_spread":0.2619230231423959,"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."}}