{"id":"W2796049966","doi":"10.1007/s12029-018-0088-1","title":"Evaluation of Fecal M2PK as a Diagnostic Marker in Colorectal Cancer","year":2018,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Cancer","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Manitoba","funders":"","keywords":"Medicine; Colonoscopy; Fecal occult blood; Colorectal cancer; Internal medicine; Gastroenterology; Biopsy; Cancer; Oncology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001670018,0.0001445094,0.0003926923,0.0002880174,0.0000349729,0.00001142708,0.00008572858,0.00004735472,0.001115469],"category_scores_gemma":[0.003097119,0.0001205984,0.0001424793,0.0004280646,0.0001518804,0.000124868,0.0000258811,0.0003733286,0.000005880174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000877339,"about_ca_system_score_gemma":0.001565666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001300534,"about_ca_topic_score_gemma":0.002178327,"domain_scores_codex":[0.997742,0.0001594639,0.0005805461,0.0001636549,0.001116677,0.0002376633],"domain_scores_gemma":[0.9965621,0.0002425027,0.0005157592,0.00008659947,0.002442655,0.0001504218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02511276,0.0003191972,0.8236822,0.00009481264,0.0001378493,0.0001446644,0.0004029935,0.0008378505,0.04966212,0.000008094424,0.001532279,0.09806515],"study_design_scores_gemma":[0.004149051,0.01335834,0.9502788,0.002960862,0.0005683226,0.003964596,0.0001636798,0.005621561,0.01849198,0.0001723068,0.0001510841,0.0001193805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957777,0.001212863,0.0002838117,0.0005624439,0.0004761571,0.0002537498,0.000005902554,0.000009405619,0.001417948],"genre_scores_gemma":[0.9976773,0.00007368352,0.001028625,0.00009248888,0.001023436,0.00003748387,6.626748e-7,0.00001812824,0.00004822851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1265966,"threshold_uncertainty_score":0.9997976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03468454797682408,"score_gpt":0.3550608046519109,"score_spread":0.3203762566750868,"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."}}