{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006839973,0.0002101234,0.000740446,0.0001610473,0.00003525443,0.00001540799,0.0000960582,0.0001113753,0.0003141238],"category_scores_gemma":[0.0002964793,0.0001362293,0.0001415387,0.0004673528,0.0003280208,0.00004231626,0.00006704289,0.0005480956,0.000021702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001677902,"about_ca_system_score_gemma":0.0002351937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001250559,"about_ca_topic_score_gemma":0.002015035,"domain_scores_codex":[0.9978771,0.0003547829,0.0006008543,0.000649096,0.0001594616,0.0003586604],"domain_scores_gemma":[0.9985083,0.0009299325,0.00006456083,0.0002018066,0.0000937434,0.0002016954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001678444,0.0004687687,0.990198,0.00002834908,0.0001649716,0.00282258,0.0002230684,0.000005744588,0.0001666243,0.00001944277,0.001063781,0.003160298],"study_design_scores_gemma":[0.002892073,0.00248989,0.9820717,0.00005833539,0.0002981084,0.0001114093,0.0005691361,0.01063034,0.00002163225,0.00004450426,0.0006607002,0.0001521651],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946429,0.001276485,0.00004404138,0.0006564409,0.0003926413,0.0007663534,0.00002207655,0.00008447586,0.002114653],"genre_scores_gemma":[0.9987819,0.00006556704,0.00000758603,0.0002989749,0.0002653767,0.0001046694,0.00005524344,0.0000245599,0.0003961359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0106246,"threshold_uncertainty_score":0.555527,"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."}}