{"id":"W3093480531","doi":"10.14309/01.ajg.0000703312.60199.29","title":"S0316 Implementation of a Simple Colon Cancer Risk Assessment Tool in a Gastroenterology Office Setting Improved Identification of Patients at Risk of Lynch Syndrome","year":2020,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Genetic factors in colorectal cancer","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Lynch syndrome; Colonoscopy; Referral; Internal medicine; Colorectal cancer; Cancer; Gastroenterology; Family medicine; General surgery","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":[0.003157296,0.0002779774,0.0004745027,0.0005153863,0.0002861147,0.0006504572,0.0004371873,0.0005616974,0.01263132],"category_scores_gemma":[0.0160758,0.0001522837,0.0006825243,0.0005471097,0.0001282587,0.0005555855,0.000544082,0.0003928937,0.001782483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000395054,"about_ca_system_score_gemma":0.001154231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002683422,"about_ca_topic_score_gemma":0.003802028,"domain_scores_codex":[0.9979119,0.001196706,0.0002602167,0.0001611245,0.0003130824,0.0001569995],"domain_scores_gemma":[0.991301,0.00424879,0.001871136,0.0003076196,0.001169681,0.001101842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003280225,0.002847785,0.7486753,0.0005068475,0.0001946035,0.0003425966,0.0006939642,0.0003841812,0.001692765,0.0000746238,0.01451822,0.2267887],"study_design_scores_gemma":[0.0006766308,0.007899488,0.9776897,0.0003495222,0.000188805,0.0006070294,0.0005478533,0.003104486,0.001222172,0.0000840745,0.007588671,0.000041515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916836,0.0003157689,0.0006921511,0.001116857,0.0001428731,0.0003220945,0.001370335,0.0001672401,0.004189013],"genre_scores_gemma":[0.9896703,0.0002248488,0.006466792,0.0005685727,0.00009146059,0.0002878453,0.001085835,0.00001813489,0.001586156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01263132,"threshold_uncertainty_score":0.042256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007612527952506965,"score_gpt":0.2948424418646678,"score_spread":0.2872299139121609,"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."}}