{"id":"W647869256","doi":"10.1371/journal.pone.0130218","title":"Determinants of Obesity and Associated Population Attributability, South Africa: Empirical Evidence from a National Panel Survey, 2008-2012","year":2015,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":127,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Obesity; Environmental health; Population; Medicine; Geography; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001045207,0.0001594189,0.0006421034,0.00006202446,0.00004630193,0.0000155997,0.00009584129,0.0001568637,0.00003135407],"category_scores_gemma":[0.007756624,0.0001480139,0.00005677864,0.0002885161,0.0001047982,0.000299116,0.0001722834,0.0002163758,0.00003028975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002334306,"about_ca_system_score_gemma":0.0001353602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001156867,"about_ca_topic_score_gemma":0.0006833803,"domain_scores_codex":[0.9975387,0.000370718,0.0003402452,0.0003568626,0.001158872,0.0002346418],"domain_scores_gemma":[0.9975374,0.0009294108,0.0002204212,0.0002317128,0.0008220464,0.0002590325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001180107,0.01293304,0.9855081,0.00007300004,0.0001003301,0.000002997543,0.0003785938,8.090037e-7,0.0007251236,0.000002472545,0.0001348554,0.0000226191],"study_design_scores_gemma":[0.0008110241,0.0002981257,0.9929479,0.0002902931,0.0002248199,6.43424e-7,0.00001828881,0.00164433,0.001747021,0.001879798,5.755335e-7,0.0001371216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988052,0.0001593637,0.000006848841,0.000146891,0.00002750061,0.0003462178,0.0004121631,0.00004740558,0.00004840301],"genre_scores_gemma":[0.9993312,0.000005388939,0.0002735764,0.00003235728,0.0001030259,0.000009594514,0.0001549085,0.000015602,0.00007437564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01263492,"threshold_uncertainty_score":0.9285964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3374283106692306,"score_gpt":0.3416543202206893,"score_spread":0.004226009551458743,"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."}}