{"id":"W4367316328","doi":"10.1016/j.gloepi.2023.100110","title":"The role of study quality in aspartame and cancer epidemiology study reviews","year":2023,"lang":"en","type":"article","venue":"Global Epidemiology","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American Beverage Association","keywords":"Aspartame; Epidemiology; Cancer; Quality (philosophy); Environmental health; Medicine; Food science; Biology; Internal medicine; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01430632,0.0001948514,0.00185477,0.00005539288,0.00008506854,0.00000148013,0.0001592916,0.0001313148,0.00002948595],"category_scores_gemma":[0.01175509,0.0001168697,0.0001233155,0.0004469822,0.0002956137,0.00002371269,0.0001694512,0.0002770127,0.00003100199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001352677,"about_ca_system_score_gemma":0.00008436071,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0360587,"about_ca_topic_score_gemma":0.01953477,"domain_scores_codex":[0.9929534,0.004190776,0.001663407,0.0005186851,0.00008997225,0.0005837637],"domain_scores_gemma":[0.9945548,0.00423894,0.00047213,0.000539589,0.00005253641,0.0001419742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002404019,0.0002079785,0.9427447,0.00002753217,0.00008655724,0.000005531478,0.0003768799,0.00002356323,0.00000769022,0.001399611,0.002676465,0.05220311],"study_design_scores_gemma":[0.001047292,0.0007570732,0.9410138,0.00003116612,0.00006820331,0.000003911845,0.002690538,0.000121002,5.955153e-7,0.006422294,0.04775593,0.00008819185],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9556947,0.03800547,0.000006218204,0.004020767,0.0003600667,0.001601855,0.00003404891,0.00003496601,0.000241854],"genre_scores_gemma":[0.9886734,0.009902185,0.0000320066,0.0008986501,0.0001144611,0.0002879991,0.000007613549,0.000007869797,0.00007581488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05211492,"threshold_uncertainty_score":0.9983562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2046914499731618,"score_gpt":0.5174701233177313,"score_spread":0.3127786733445695,"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."}}