{"id":"W2913788543","doi":"10.1111/obr.12840","title":"Global benchmarking of children's exposure to television advertising of unhealthy foods and beverages across 22 countries","year":2019,"lang":"en","type":"article","venue":"Obesity Reviews","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":244,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"National Science and Technology Infrastructure Program; Instituto de Salud Carlos III; Economic and Social Research Council; Medical Research Council; Ministrstvo za zdravje; Centre for Diet and Activity Research; United Kingdom Clinical Research Collaboration; Javna Agencija za Raziskovalno Dejavnost RS; Ministry of Higher Education; National Institute for Health and Care Research; Athabasca University; International Development Research Centre; University of Capetown; Cancer Research UK; Universidad de Antioquia; Bloomberg Philanthropies; British Heart Foundation; Wellcome Trust","keywords":"Unhealthy food; Advertising; Environmental health; Business; Benchmarking; Food marketing; Childhood obesity; Obesity; Medicine; Marketing; Overweight","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006960087,0.0002341042,0.001221393,0.00003827117,0.00007798268,0.00001671686,0.00014422,0.0001068426,0.00006886062],"category_scores_gemma":[0.0001532785,0.0001923919,0.0001780154,0.0003550339,0.00009423608,0.0001729708,0.0002602091,0.0001520314,0.00003066489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008528172,"about_ca_system_score_gemma":0.0000495547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000158983,"about_ca_topic_score_gemma":0.0000489495,"domain_scores_codex":[0.9981529,0.0001460768,0.0005814289,0.0004004371,0.0003974961,0.0003216497],"domain_scores_gemma":[0.9987376,0.00009470852,0.000334963,0.0005102647,0.0001353491,0.0001871456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006058985,0.0007813607,0.9730733,0.002269006,0.00003415546,0.000001118548,0.0002085403,0.000003241369,0.0006610429,0.0001892657,0.0002642685,0.02245413],"study_design_scores_gemma":[0.0006534532,0.001169388,0.9901621,0.001861328,0.0000851154,0.00001547819,0.00002349167,0.00000653549,0.001468894,0.0001015377,0.004292196,0.0001604672],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880923,0.009754773,0.00004753906,0.0001603342,0.0001154451,0.001301473,0.00005756962,0.0000202158,0.0004503251],"genre_scores_gemma":[0.9942929,0.004123839,0.001078577,0.0003005671,0.0001134292,0.000005469521,0.00001584475,0.00001382389,0.00005557559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02229366,"threshold_uncertainty_score":0.7845515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01184305323292116,"score_gpt":0.3059854515752625,"score_spread":0.2941423983423413,"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."}}