{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005465953,0.0004340608,0.0005939546,0.001225598,0.0004136793,0.0009100522,0.0005990946,0.0004904182,0.004531416],"category_scores_gemma":[0.008140748,0.0002863619,0.001871035,0.002817872,0.0004783855,0.0006362716,0.001198557,0.001255845,0.0008854956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003837947,"about_ca_system_score_gemma":0.0005340524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01573396,"about_ca_topic_score_gemma":0.01255926,"domain_scores_codex":[0.9973464,0.001699101,0.0001176756,0.0004674222,0.0001939056,0.0001754022],"domain_scores_gemma":[0.9934911,0.003130882,0.001532564,0.001228892,0.0004609272,0.0001555967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001633285,0.0001482634,0.9416666,0.0001663073,0.002448168,0.000289099,0.000211119,0.02320134,0.0002681739,0.002846295,0.007464331,0.02112691],"study_design_scores_gemma":[0.00004112202,0.0003978298,0.9052616,0.0001805258,0.001291061,0.0002482775,0.0009569434,0.07160336,0.0005916346,0.004131899,0.01521794,0.00007776301],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9060248,0.002616418,0.04827573,0.001707408,0.000270522,0.0002935676,0.03185087,0.0003435671,0.008617084],"genre_scores_gemma":[0.9767466,0.0004165639,0.005806479,0.0001614533,0.00006339797,0.0001461961,0.01504983,0.00002881106,0.001580709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01573396,"threshold_uncertainty_score":0.03128475,"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."}}