{"id":"W4416230235","doi":"10.3390/cancers17223653","title":"Integrating PET and MRI Radiomics for Staging and Prognostic Stratification in Anal Canal Cancer","year":2025,"lang":"en","type":"article","venue":"Cancers","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Radiomics; Anal cancer; Anal canal; Risk stratification; Cancer; Stratification (seeds)","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":[0.00007188068,0.00006070055,0.000120842,0.00008196735,0.00004288916,0.00001650248,0.00001702633,0.00001686474,0.000005511379],"category_scores_gemma":[0.00004939536,0.00005357052,0.0000142242,0.0001383636,0.00004521165,0.00003316033,0.000008027903,0.00007858518,2.772072e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004548772,"about_ca_system_score_gemma":0.0005396064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003629865,"about_ca_topic_score_gemma":0.01410326,"domain_scores_codex":[0.9995897,0.000006783707,0.0001071406,0.0001500198,0.00003889531,0.0001074101],"domain_scores_gemma":[0.9998084,0.00004977761,0.00002574415,0.00003867834,0.00003373044,0.00004362336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004159868,0.00001050718,0.9063425,0.0006954318,0.00006702469,0.00002050993,0.001284676,0.0002335339,0.009984565,0.003948281,0.0008207443,0.07617624],"study_design_scores_gemma":[0.003381334,0.0003615697,0.7516899,0.001307341,0.0002684965,0.00002642058,0.006462011,0.2304081,0.002444814,0.00120443,0.002157054,0.000288526],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963639,0.001287867,0.0003336726,0.001093828,0.00007244459,0.0003152955,0.00001630451,0.000008571684,0.0005080548],"genre_scores_gemma":[0.9988682,0.0001470451,0.0004165622,0.0002031714,0.00004686247,0.00008245066,0.00001389236,0.000004070398,0.0002176938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2301746,"threshold_uncertainty_score":0.7869948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01496262097590882,"score_gpt":0.2986290196265412,"score_spread":0.2836663986506324,"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."}}