{"id":"W2137888576","doi":"10.1053/j.gastro.2011.10.031","title":"Next-Generation Stool DNA Test Accurately Detects Colorectal Cancer and Large Adenomas","year":2011,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":318,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"National Cancer Institute; National Institutes of Health; Mayo Clinic; American Association for Cancer Research","keywords":"Colorectal cancer; Medicine; Internal medicine; Cancer; Oncology; Gastroenterology; Cancer research","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000111428,0.000153388,0.0002389927,0.0001063056,0.0001006029,0.00001606642,0.00004979717,0.0001119792,0.0002216912],"category_scores_gemma":[0.00007288942,0.0001423666,0.00004935636,0.00008591835,0.00007212682,0.000117672,0.00005316863,0.000196139,0.00001392835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007250776,"about_ca_system_score_gemma":0.00003937435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001799841,"about_ca_topic_score_gemma":0.002759559,"domain_scores_codex":[0.9989749,0.00004527578,0.000190746,0.0003198123,0.0001013186,0.0003679067],"domain_scores_gemma":[0.9995532,0.00002349966,0.000085393,0.0001208025,0.00007438444,0.0001427136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01627994,0.0003088294,0.777682,0.00005089236,0.0001478131,0.0001018521,0.001171788,0.000002045696,0.1818746,0.00003056981,0.001238453,0.0211112],"study_design_scores_gemma":[0.004998034,0.02283886,0.9011349,0.00004052255,0.0002008319,0.0009493204,0.0001847246,0.003004103,0.06482913,0.00003501125,0.001599183,0.0001853483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974591,0.0003021195,0.0009546346,0.0002612976,0.0003875471,0.0002636813,0.00002333681,0.00009913294,0.0002491945],"genre_scores_gemma":[0.9981051,0.00006240329,0.0005536546,0.0006994407,0.0003339291,0.0001096278,0.00001861508,0.00002006738,0.00009718289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1234529,"threshold_uncertainty_score":0.5805539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06920140625751824,"score_gpt":0.2823371023710678,"score_spread":0.2131356961135496,"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."}}