{"id":"W3094530175","doi":"10.29173/topo33","title":"The Skinny on Obesity: A need for a comprehensive diagnostic of obesity beyond self and health variables to include social and environmental strategic drivers","year":2017,"lang":"en","type":"article","venue":"Topophilia","topic":"Health and Lifestyle Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Premise; Obesity; Action (physics); Built environment; Variable (mathematics); Disease; Environmental health; Human obesity; Psychology; Medicine; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006228578,0.0001685226,0.000401656,0.00004053656,0.00685478,0.00002194649,0.0001678618,0.0001117881,0.000009326273],"category_scores_gemma":[0.0002286715,0.0001291999,0.00003583988,0.00003073042,0.0002513864,0.00005482153,0.0002947621,0.0002654888,0.00001008115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001343636,"about_ca_system_score_gemma":0.0002266889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009960645,"about_ca_topic_score_gemma":0.0007564494,"domain_scores_codex":[0.9984397,0.0002286717,0.0003610585,0.0002704855,0.0001735158,0.0005265367],"domain_scores_gemma":[0.9976037,0.001521449,0.0003156788,0.0002683622,0.00004140873,0.000249414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006889052,0.0007009392,0.7850398,0.003019319,0.0003171441,0.00001271167,0.07777174,0.000004942538,0.0001938554,0.08891082,0.03597822,0.007361609],"study_design_scores_gemma":[0.001615237,0.0006323415,0.967394,0.0001283277,0.00003527552,9.0309e-7,0.01229749,0.00005140087,0.000007639317,0.00724006,0.01044343,0.0001539014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788885,0.0003436263,0.000008896222,0.01753364,0.0003041788,0.001937023,0.0002318059,0.00002910885,0.0007232288],"genre_scores_gemma":[0.9958754,0.000740898,0.0001985094,0.002556291,0.0003170025,0.0001346377,0.00001140252,0.00001436496,0.0001515245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1823542,"threshold_uncertainty_score":0.9944382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09668062799702466,"score_gpt":0.4090378719852681,"score_spread":0.3123572439882434,"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."}}