{"id":"W2921373140","doi":"10.5206/uwomj.v85i2.2231","title":"Non-invasive colorectal cancer screening","year":2016,"lang":"en","type":"article","venue":"University of Western Ontario Medical Journal","topic":"Mycobacterium research and diagnosis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Colorectal cancer; Medicine; Asymptomatic; Adenomatous polyps; Internal medicine; Cancer; Oncology; Occult; Colonoscopy; Gastroenterology; Pathology; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002702711,0.00009557992,0.0002808565,0.0001273338,0.0001107684,0.000009989684,0.0002232536,0.0001241013,0.01098849],"category_scores_gemma":[0.0001954923,0.0000666635,0.0001485626,0.00006664637,0.0002196122,0.0001619342,0.0001093933,0.000398497,0.00004221691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000355339,"about_ca_system_score_gemma":0.002044377,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02141149,"about_ca_topic_score_gemma":0.1342886,"domain_scores_codex":[0.9985092,0.0000326334,0.0001573803,0.0001439843,0.0008538701,0.0003029334],"domain_scores_gemma":[0.9984573,0.0001591502,0.0001086243,0.00009268417,0.0002163491,0.0009659188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008627455,0.0001003546,0.9649161,0.00001995421,0.0001699346,0.001905317,0.000707375,1.629227e-7,0.00383056,0.000002080345,0.003947827,0.02353764],"study_design_scores_gemma":[0.004553779,0.0005852425,0.9733825,0.0014458,0.00009408412,0.0006092976,0.0002437772,0.000003522926,0.002274565,0.000009755577,0.01670218,0.00009547968],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990288,0.00003972437,0.00211913,0.006283307,0.00012804,0.00009059178,0.00001102289,0.000009297522,0.001030941],"genre_scores_gemma":[0.9951246,0.0007556542,0.0005711355,0.0002700356,0.0002401316,1.796491e-7,0.000002862889,0.000007484864,0.003027963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1128771,"threshold_uncertainty_score":0.9899156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01821775520853762,"score_gpt":0.2587298814759124,"score_spread":0.2405121262673748,"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."}}