{"id":"W2927571025","doi":"10.1016/j.radonc.2019.03.014","title":"Prognostic utility of pre- and post-treatment FDG-PET parameters in anal squamous cell carcinoma","year":2019,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Alberta Innovates; Alberta Cancer Board","keywords":"Medicine; Standardized uptake value; Chemoradiotherapy; Nuclear medicine; Proportional hazards model; Internal medicine; Positron emission tomography; Oncology; Progression-free survival; Univariate analysis; Radiology; Multivariate analysis; Cancer; Overall survival","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001086094,0.0001310839,0.0004529381,0.00009835565,0.00001801518,0.000003950733,0.00003058685,0.00008280967,0.00008595876],"category_scores_gemma":[0.00001437158,0.00009869943,0.00005691111,0.00008868739,0.0001253382,0.00002868956,0.00001314427,0.00009860864,0.00000116404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001329236,"about_ca_system_score_gemma":0.0001299622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007236843,"about_ca_topic_score_gemma":0.000408023,"domain_scores_codex":[0.9992059,0.00008031618,0.0002045381,0.0002525527,0.0000686053,0.0001880737],"domain_scores_gemma":[0.9994565,0.0002312068,0.00006189135,0.0001234806,0.00002821879,0.00009872076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00247777,0.0005301155,0.9606479,0.0001451454,0.0000228611,0.0001381693,0.001437488,0.000002366664,0.01756367,0.00002494983,0.00001044669,0.01699907],"study_design_scores_gemma":[0.004454295,0.0137862,0.9763628,0.00001248161,0.00005341453,0.0002627609,0.0002372093,0.001407796,0.002394618,0.00002727054,0.0009099694,0.00009116219],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944813,0.003482244,0.00000325351,0.0003677311,0.00006395266,0.000618942,0.0000103121,0.000009547103,0.0009627213],"genre_scores_gemma":[0.9988502,0.0002071354,0.0003327958,0.0002601388,0.0000264004,0.00001700485,0.000008737015,0.000009208981,0.0002883273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0169079,"threshold_uncertainty_score":0.4024846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01307836228877155,"score_gpt":0.270437957370001,"score_spread":0.2573595950812295,"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."}}