{"id":"W4396974800","doi":"10.1016/j.cgh.2024.04.036","title":"Association of Ultra-processed Food and Unprocessed or Minimally Processed Food Consumption With Bowel Habits Among U.S. Adults","year":2024,"lang":"en","type":"article","venue":"Clinical Gastroenterology and Hepatology","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; CancerCare Manitoba; Manitoba Health","funders":"Takeda Canada; Sandoz Canada; Pfizer","keywords":"Medicine; Food intake; Food processing; Food consumption; Environmental health; Food habits; Food science; Internal medicine","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":[0.0004932598,0.0002400663,0.0008068983,0.0001329094,0.0000699849,0.0000296535,0.0000804649,0.0004154794,0.00003919448],"category_scores_gemma":[0.0004137913,0.0001762137,0.0000780831,0.0001264146,0.0005680901,0.0001569575,0.00004149174,0.0005182461,0.000003435351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002315275,"about_ca_system_score_gemma":0.0002145873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008253943,"about_ca_topic_score_gemma":0.001793103,"domain_scores_codex":[0.9978983,0.0001264095,0.0007935519,0.000635236,0.0001465835,0.000399893],"domain_scores_gemma":[0.9984534,0.0006511564,0.0002874869,0.0001516005,0.0002562026,0.0002001741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00868819,0.0002997605,0.9851053,0.002812658,0.001241078,0.00005243789,0.0002305552,2.756857e-7,0.0002671901,0.00004817836,0.0000907951,0.0011636],"study_design_scores_gemma":[0.008795005,0.02231234,0.9638497,0.0009578798,0.001681504,0.0004445726,0.0001501174,0.0009323836,0.000406139,0.00008620179,0.0002056129,0.0001785829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941033,0.002264666,0.0002729669,0.002634522,0.0001654911,0.0004106784,0.0000244301,0.00009112553,0.00003288254],"genre_scores_gemma":[0.9974189,0.001087873,0.0004978963,0.0007688737,0.0000672673,0.00004851679,0.00003015688,0.00002626601,0.00005425273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02201258,"threshold_uncertainty_score":0.7185788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02483182631918414,"score_gpt":0.3039750025666522,"score_spread":0.279143176247468,"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."}}