{"id":"W4387297178","doi":"10.1097/dcr.0000000000002922","title":"Anal Cancers in Previously Screened Versus Unscreened Patients: Tumor Stage and Treatment Outcomes","year":2023,"lang":"en","type":"article","venue":"Diseases of the Colon & Rectum","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Princess Margaret Cancer Centre; Mount Sinai Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Internal medicine; Stage (stratigraphy); Surgical oncology; Odds ratio; Anal cancer; Radiation therapy; Cohort; Cancer; Oncology; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004847135,0.0001429809,0.0003269801,0.000107014,0.0000531478,0.000007397055,0.0000876424,0.00002478229,0.00003584951],"category_scores_gemma":[0.0002080019,0.00008926979,0.0001671503,0.000376985,0.00009229202,0.00003441861,0.00008129516,0.00005183712,0.000003716354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002712421,"about_ca_system_score_gemma":0.0001737742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001326497,"about_ca_topic_score_gemma":0.002370599,"domain_scores_codex":[0.9991134,0.00005555216,0.0001900911,0.0002064212,0.0002122219,0.0002223611],"domain_scores_gemma":[0.9993905,0.0001305981,0.00008354672,0.0002134078,0.0000467044,0.0001352762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003519787,0.0001713067,0.9920191,0.00006202169,0.0000932625,0.00003365093,0.0001255509,0.00003376169,0.00007156291,0.00003077336,0.0002003241,0.003638854],"study_design_scores_gemma":[0.004673866,0.001610144,0.9922752,0.00008667482,0.0001820697,3.810777e-7,0.0002593501,0.0002207303,0.0002735604,0.00002384824,0.0003061618,0.00008801038],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977655,0.0003921525,9.654075e-8,0.0006043005,0.0001569061,0.0006057277,0.0001683788,0.00003894454,0.0002680378],"genre_scores_gemma":[0.9989014,0.00009131971,0.000005431727,0.0001262005,0.00002424323,0.00006035393,0.00004787203,0.00001290723,0.0007302732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003550844,"threshold_uncertainty_score":0.3640316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02260057090644853,"score_gpt":0.2808022881307749,"score_spread":0.2582017172243264,"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."}}