{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","metaepi_broad"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6403238,0.00243254,0.01233491,0.02088591,0.00352493,0.01626814,0.00932374,0.008318464,0.005408619],"category_scores_gemma":[0.8902525,0.003942642,0.01044395,0.02727986,0.01077215,0.01376701,0.009013998,0.007088329,0.0007655242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01639092,"about_ca_system_score_gemma":0.02398018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01327146,"about_ca_topic_score_gemma":0.0166446,"domain_scores_codex":[0.09829044,0.4904755,0.3119794,0.02164711,0.07587438,0.001733219],"domain_scores_gemma":[0.02852752,0.8354288,0.07976573,0.02336382,0.03150522,0.00140891],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.002258243,0.0001181721,0.02908962,0.6788646,0.04810368,0.000521301,0.008311192,0.001430142,0.0005328407,0.02156934,0.02092246,0.1882785],"study_design_scores_gemma":[0.0009466011,0.0005315372,0.02243888,0.8393364,0.03175604,0.0007435643,0.002279046,0.001788406,0.0008652429,0.02221822,0.07679994,0.0002961194],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.005770109,0.9153283,0.02511888,0.0307929,0.009092701,0.005796755,0.003733812,0.0002275684,0.004138941],"genre_scores_gemma":[0.3715892,0.4131076,0.1083323,0.04527355,0.01130221,0.04232427,0.004976104,0.0009874224,0.002107527],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9876651,"threshold_uncertainty_score":0.4435448,"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."}}