{"id":"W4403150811","doi":"10.1016/j.crad.2024.10.001","title":"Simple imaging biomarker predicts survival in anal squamous cell cancer treated with curative intent: a UK cohort study","year":2024,"lang":"en","type":"article","venue":"Clinical Radiology","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre hospitalier universitaire de Québec","funders":"Pelican Cancer Foundation; Imperial College London; Institute of Cancer Research; Department of Health and Social Care; National Institute for Health and Care Research; NIHR Biomedical Research Centre, Royal Marsden NHS Foundation Trust/Institute of Cancer Research; Bowel Disease Research Foundation; Royal Marsden NHS Foundation Trust","keywords":"Medicine; Squamous cell cancer; Anal cancer; Cohort; Biomarker; Oncology; Imaging biomarker; Cancer; Internal medicine; Radiology; Pathology; Magnetic resonance imaging","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":[0.0006013098,0.0005961077,0.0007559774,0.0008140241,0.0008207928,0.001638168,0.0006644492,0.001031091,0.004055256],"category_scores_gemma":[0.004051988,0.0008668284,0.001251769,0.001804873,0.0006979084,0.0009810737,0.001556575,0.001411176,0.0008105321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008605652,"about_ca_system_score_gemma":0.0006315723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02630279,"about_ca_topic_score_gemma":0.02988653,"domain_scores_codex":[0.9992123,0.0001752662,0.0000908618,0.0002356337,0.0001072006,0.0001787075],"domain_scores_gemma":[0.9973611,0.0003992245,0.0009209336,0.0004424146,0.000387835,0.0004884014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006943797,0.00005974848,0.9958885,0.00003131079,0.0002164051,0.0003627822,0.0003407634,0.00005320357,0.0005598099,0.00003998681,0.0005087897,0.001244336],"study_design_scores_gemma":[0.0000518501,0.0001979887,0.9978266,0.00002510162,0.0001355781,0.0007128363,0.000359652,0.0001217206,0.00005595692,0.00003606884,0.0004581762,0.00001840692],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978484,0.0004540456,0.00008804938,0.0001043899,0.00002109178,0.0000115422,0.001005234,0.000004219451,0.0004631052],"genre_scores_gemma":[0.9980571,0.0002372252,0.0000704242,0.00007081482,0.00001783693,0.00001323853,0.001004118,0.000007424469,0.00052188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02630279,"threshold_uncertainty_score":0.05229938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04347130719717145,"score_gpt":0.3722250854233762,"score_spread":0.3287537782262047,"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."}}