{"id":"W3176964769","doi":"10.1001/jamasurg.2021.2380","title":"Characteristics of Early-Onset vs Late-Onset Colorectal Cancer","year":2021,"lang":"en","type":"review","venue":"JAMA Surgery","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":289,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Boniface Hospital; St. Paul's Hospital; University of British Columbia","funders":"National Cancer Institute; Universitaire Ziekenhuizen Leuven, KU Leuven; Medical Research Council; University of Texas MD Anderson Cancer Center; Universitätsklinikum Heidelberg; Szegedi Tudományegyetem; Universitätsklinikum Köln; Sorbonne Université; Radboud Universitair Medisch Centrum; National University Health System; Assistance publique-Hôpitaux de Paris; Haukeland Universitetssjukehus; University of Cape Town; Humanitas University; Cleveland Clinic; Royal Adelaide Hospital; Anschutz Medical Campus, University of Colorado; Peter MacCallum Cancer Centre; Universitätsspital Zürich; Universidad Complutense de Madrid; Skånes universitetssjukhus; National University of Singapore; Radboud Universiteit; Universiteit van Amsterdam; Keio University; Georgetown University; University of Southern California; Cancer Research UK; Lombardi Comprehensive Cancer Center, Georgetown University; Humanitas Research Hospital; University of Glasgow; Tata Memorial Centre; Hebrew University of Jerusalem; Amsterdam University Medical Centers; Bursa Uludağ Üniversitesi","keywords":"Medicine; Colorectal cancer; Internal medicine; Cancer; Pediatrics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005220505,0.000441603,0.003576375,0.0004002591,0.00006337837,0.00004996611,0.0001003792,0.0006485904,0.0004862637],"category_scores_gemma":[0.0007512902,0.0003883314,0.001247627,0.0008324194,0.00009778207,0.00006866575,0.00009360765,0.0007983822,0.00003777746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002798184,"about_ca_system_score_gemma":0.001949074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005383973,"about_ca_topic_score_gemma":0.00003455533,"domain_scores_codex":[0.9973927,0.0002584175,0.001026509,0.0005064824,0.0004338465,0.0003820154],"domain_scores_gemma":[0.9971756,0.001155494,0.0007527466,0.0004114277,0.0003026263,0.0002020631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001002185,0.0000793718,0.01786294,0.01211598,0.0004549886,0.000257514,0.00004584245,6.112337e-8,9.481427e-7,4.763157e-7,0.01004953,0.9581302],"study_design_scores_gemma":[0.0002192174,0.0003998415,0.04072713,0.03490394,0.00170891,0.0005094632,0.000006547513,0.000005912016,0.00006480776,0.000001356524,0.921006,0.0004468591],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1435168,0.8533337,0.000004828971,0.0000538355,0.001708661,0.0003980741,0.0006920805,0.00009009511,0.0002019373],"genre_scores_gemma":[0.02273856,0.9744354,0.00002799031,0.00008598706,0.0007792931,0.000233965,0.000800973,0.00009126821,0.0008064958],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9576833,"threshold_uncertainty_score":0.9998568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04867197430714169,"score_gpt":0.3249306533708441,"score_spread":0.2762586790637024,"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."}}