{"id":"W2175960034","doi":"10.1186/s12876-015-0395-y","title":"Evaluation of a clinical risk index for advanced colorectal neoplasia among a North American population of screening age","year":2015,"lang":"en","type":"article","venue":"BMC Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Public Health Ontario; Institute for Clinical Evaluative Sciences; University of Calgary; Sunnybrook Health Science Centre; Cancer Care Ontario; Alberta Health Services; Health Sciences Centre","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Internal medicine; Body mass index; Colonoscopy; Family history; Cohort; Colorectal cancer; Population; Asymptomatic; Cohort study; Dysplasia; Hepatology; Cancer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005669903,0.000455131,0.0003946183,0.00123471,0.000503009,0.0008095198,0.0006149028,0.0005227617,0.0008419738],"category_scores_gemma":[0.01368802,0.0002197255,0.0004749493,0.0009285755,0.0003445045,0.0005232856,0.0006318098,0.000567746,0.0002823766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004824642,"about_ca_system_score_gemma":0.000633197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002668904,"about_ca_topic_score_gemma":0.003477043,"domain_scores_codex":[0.9977946,0.0009550408,0.0002143245,0.0002688732,0.0006742153,0.00009288872],"domain_scores_gemma":[0.991978,0.00223311,0.002985745,0.0005632933,0.001758952,0.0004808239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008083379,0.00004452157,0.9985232,0.000007708717,0.000035198,0.00001780923,0.00004668727,0.00002876964,0.0000913336,0.000007403982,0.00005624893,0.001060303],"study_design_scores_gemma":[0.000009462301,0.0002470888,0.9988891,0.000003944233,0.00003058272,0.0001237457,0.00006009304,0.0004051707,0.0000710408,0.00001069328,0.0001460163,0.000002952985],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984568,0.0001149133,0.0003757663,0.00004521295,0.000008874949,0.00007063911,0.0002310775,0.00001122738,0.0006854796],"genre_scores_gemma":[0.9982192,0.00006352682,0.0008925967,0.00002918225,0.00002143152,0.00007562134,0.000529999,0.000004231813,0.0001641615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005669903,"threshold_uncertainty_score":0.02998567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07662483872095467,"score_gpt":0.3746675519312737,"score_spread":0.298042713210319,"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."}}