{"id":"W2911931326","doi":"10.1136/bmj.l296","title":"Transforming the food system to fight non-communicable diseases","year":2019,"lang":"en","type":"article","venue":"BMJ","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":344,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"World Health Organization","keywords":"Communicable disease; Computer science; Data science; Medicine; World Wide Web; Public health; Pathology","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":[0.007054002,0.0007508433,0.0006713789,0.001554104,0.002817957,0.00701085,0.001698512,0.01243086,0.02746393],"category_scores_gemma":[0.01701565,0.0003219542,0.001192348,0.0008711382,0.00498677,0.004841778,0.006334613,0.01432888,0.01414967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003463353,"about_ca_system_score_gemma":0.009693803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006045983,"about_ca_topic_score_gemma":0.01096416,"domain_scores_codex":[0.995168,0.001975383,0.0001782357,0.0002431649,0.001470214,0.0009650977],"domain_scores_gemma":[0.9875545,0.002891754,0.0008938063,0.000613873,0.003161393,0.004884636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002451854,0.000568577,0.002656852,0.0008439214,0.0001459904,0.0002675695,0.0009093328,0.0002282495,0.00191936,0.02860055,0.7966878,0.1669266],"study_design_scores_gemma":[0.0001053639,0.000133112,0.0024933,0.000663098,0.00004127241,0.0001704338,0.00132527,0.0001091349,0.0005746839,0.02321782,0.9711297,0.00003687166],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001450618,0.00957973,0.0009292017,0.9505648,0.02562798,0.00001929045,0.00007274538,0.0001160401,0.01163962],"genre_scores_gemma":[0.04123311,0.02873641,0.007136597,0.8722488,0.0291222,0.00009688385,0.0001860785,0.0001782784,0.02106156],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02746393,"threshold_uncertainty_score":0.09187597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01669078114176875,"score_gpt":0.2789661535752451,"score_spread":0.2622753724334763,"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."}}