{"id":"W2042539101","doi":"10.1118/1.4894887","title":"Sci—Thur AM: YIS ‐ 02: Radiogenomic Modeling of Normal Tissue Toxicities in Prostate Cancer Patients Receiving Hypofractionated Radiotherapy","year":2014,"lang":"en","type":"article","venue":"Medical Physics","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Radiation therapy; Radiogenomics; Single-nucleotide polymorphism; Receiver operating characteristic; Prostate cancer; SNP; Oncology; Internal medicine; Nuclear medicine; Cancer; Radiology; Genotype; Biology; Genetics","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":[0.0006227745,0.0002005794,0.0005514507,0.000125574,0.00007450559,0.00001552445,0.000174361,0.0001105495,0.000167244],"category_scores_gemma":[0.000636288,0.0001792762,0.00008250543,0.0002996094,0.0002498076,0.0001681037,0.00004533869,0.0007060969,0.000005791887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001945819,"about_ca_system_score_gemma":0.0002131996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005666226,"about_ca_topic_score_gemma":0.00001288081,"domain_scores_codex":[0.9978268,0.000102207,0.0005478875,0.0003156988,0.0008124661,0.0003948969],"domain_scores_gemma":[0.9990557,0.0001687933,0.0001633607,0.0002119077,0.000124999,0.0002752026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003836541,0.0008970108,0.174788,0.0005271992,0.0001902399,0.00003134381,0.002546353,0.02272166,0.009563249,0.0002419209,0.001091872,0.7870175],"study_design_scores_gemma":[0.005181757,0.0003306582,0.01238503,0.0009315092,0.00005912012,0.00001113373,0.00004655332,0.9738354,0.004051676,0.0006676725,0.002188217,0.0003112604],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787514,0.0004169196,0.0172347,0.001995412,0.0004709612,0.0002973677,0.00000588288,0.00005367059,0.0007736659],"genre_scores_gemma":[0.9962879,0.0006353003,0.0006739619,0.00146344,0.0006547894,0.00002608967,0.00004698459,0.00005234275,0.0001591474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9511138,"threshold_uncertainty_score":0.7310671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008699202046843366,"score_gpt":0.2816797952498724,"score_spread":0.272980593203029,"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."}}