{"id":"W4213199348","doi":"10.1080/19490976.2022.2038863","title":"The potential of fecal microbiota and amino acids to detect and monitor patients with adenoma","year":2022,"lang":"en","type":"article","venue":"Gut Microbes","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"Cancer Research UK; Danone; Takeda Science Foundation; Janssen Pharmaceuticals; Mead Johnson Nutrition; Teva Pharmaceutical Industries; Pfizer","keywords":"Adenoma; Colonoscopy; Gastroenterology; Polypectomy; Biology; Colorectal adenoma; Internal medicine; Feces; Medicine; Colorectal cancer; Microbiology; Cancer","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":[0.0006938818,0.0004561498,0.0003420168,0.0008299458,0.0003872516,0.0006959102,0.0002197668,0.0005145182,0.0005775622],"category_scores_gemma":[0.00234563,0.0002316175,0.0003046801,0.0004554118,0.0001919143,0.0005245676,0.0003706842,0.0004192037,0.000196736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001771803,"about_ca_system_score_gemma":0.0001493272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001220186,"about_ca_topic_score_gemma":0.001836583,"domain_scores_codex":[0.9995565,0.0001305014,0.00005120198,0.0001283073,0.00007814036,0.00005525963],"domain_scores_gemma":[0.9989801,0.0001920405,0.0003993314,0.00008305531,0.0001569164,0.000188547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003233545,0.00005419977,0.9961423,0.000007108194,0.00003509158,0.00004735668,0.00003742276,0.00003097356,0.0009696187,0.00000639988,0.0000399819,0.002306128],"study_design_scores_gemma":[0.00000976674,0.0004158999,0.9979582,0.000006287985,0.00004873437,0.0003155941,0.0000925444,0.0004955693,0.0004557178,0.00002754556,0.0001687302,0.000005462007],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987516,0.0005124457,0.0001939349,0.00003271962,0.00001006258,0.00001042226,0.0001395189,0.000007784291,0.0003413336],"genre_scores_gemma":[0.9994209,0.00009452755,0.0002103485,0.00002174407,0.000009666991,0.000006090891,0.000135988,0.000001529547,0.00009923242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001220186,"threshold_uncertainty_score":0.003669679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003907862701445225,"score_gpt":0.2027127646869503,"score_spread":0.1988049019855051,"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."}}