{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005405835,0.0005308352,0.0005243714,0.00144102,0.0003117025,0.0006286513,0.0002706646,0.001145684,0.001247661],"category_scores_gemma":[0.003132027,0.000378493,0.0003828433,0.0004826084,0.0002559191,0.0006216425,0.0003413886,0.000586504,0.0004774067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000406231,"about_ca_system_score_gemma":0.0003111283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002661534,"about_ca_topic_score_gemma":0.006267113,"domain_scores_codex":[0.999539,0.0001015614,0.00003512732,0.00009730029,0.0001495388,0.00007745613],"domain_scores_gemma":[0.9986595,0.0006025932,0.0001906617,0.00009598116,0.0002599695,0.0001912385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001245931,0.0002032457,0.8868333,0.0001048155,0.0001250432,0.002825216,0.0001392428,0.0003994524,0.076337,0.0001481824,0.001615349,0.03002329],"study_design_scores_gemma":[0.00013176,0.001478175,0.8759564,0.000115707,0.0004658488,0.02207927,0.0006260762,0.01173249,0.07583189,0.0008363185,0.01069806,0.00004791785],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859686,0.002705945,0.004569194,0.0006618772,0.0001956241,0.00005413859,0.0006683058,0.0001831654,0.004993174],"genre_scores_gemma":[0.9917318,0.0003959284,0.005558793,0.0003908972,0.00003687854,0.00001504668,0.0005136306,0.0000229201,0.001334033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002661534,"threshold_uncertainty_score":0.005292058,"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."}}