{"id":"W4387772656","doi":"10.1038/s43016-023-00856-0","title":"A systematic scoping review evaluating sugar-sweetened beverage taxation from a systems perspective","year":2023,"lang":"en","type":"article","venue":"Nature Food","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Wellcome Trust; York University; UK Research and Innovation; Department of Health and Social Care; Medical Research Council; Wellcome","keywords":"Operationalization; Counterintuitive; Unintended consequences; Perspective (graphical); Public economics; Management science; Population health; Systematic review; Psychological intervention; Systems thinking; Conceptual framework; Population; Risk analysis (engineering); Computer science; Economics; Psychology; Business; Political science; Sociology; MEDLINE; Medicine; Artificial intelligence; Social science; Environmental health; Law","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007550852,0.0002113471,0.0007198718,0.0002572764,0.0009892945,0.00003654612,0.0003401542,0.0003389239,0.0002127279],"category_scores_gemma":[0.03329448,0.0001758323,0.00008696857,0.001770189,0.00002559852,0.0002768855,0.0001318884,0.001078757,0.001249526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008175843,"about_ca_system_score_gemma":0.001411181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005987373,"about_ca_topic_score_gemma":0.0005131129,"domain_scores_codex":[0.9922312,0.003740341,0.001515875,0.0005412149,0.001205999,0.0007652966],"domain_scores_gemma":[0.990746,0.005720864,0.001780021,0.0005621818,0.0009703039,0.0002206348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00004060865,0.00003376441,0.002463573,0.8700706,0.00025228,0.00001624332,0.07467332,0.00007870539,0.001079418,0.01152196,0.03959057,0.0001789932],"study_design_scores_gemma":[0.001788338,0.0003252265,0.005596508,0.9568552,0.0001727149,0.00000461833,0.030039,0.003299451,0.00003098194,0.001145468,0.0002474638,0.000495003],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6475089,0.1533371,0.002942986,0.07066024,0.01542729,0.09185382,0.001653818,0.003765464,0.01285041],"genre_scores_gemma":[0.9721276,0.00127444,0.0006210076,0.02008201,0.000837908,0.004308359,0.0000987344,0.00005974096,0.0005902665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3246187,"threshold_uncertainty_score":0.9995281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.50161814112878,"score_gpt":0.6860598595536397,"score_spread":0.1844417184248597,"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."}}