{"id":"W2030623462","doi":"10.1118/1.4889392","title":"WE-D-BRE-02: BEST IN PHYSICS (THERAPY) - Radiogenomic Modeling of Normal Tissue Toxicities in Prostate Cancer Patients Receiving Hypofractionated Radiotherapy","year":2014,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Radiogenomics; Medicine; Radiation therapy; Prostate cancer; Nuclear medicine; Dosimetry; Internal medicine; Oncology; Cancer; Radiology","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":[0.002146161,0.0007300468,0.0008725363,0.0008414616,0.0004277061,0.00168482,0.001394297,0.001603475,0.003433089],"category_scores_gemma":[0.004338572,0.0004829915,0.001559263,0.0004302686,0.0003624278,0.0005314344,0.0009507458,0.0007801789,0.001170744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001236977,"about_ca_system_score_gemma":0.001260376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01182262,"about_ca_topic_score_gemma":0.01174119,"domain_scores_codex":[0.9994743,0.0002481155,0.00002235993,0.0001092055,0.00009211917,0.0000538702],"domain_scores_gemma":[0.9987656,0.0006051282,0.0001473639,0.0001716352,0.0002058373,0.0001044141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001887476,0.0001348789,0.0110166,0.00009040687,0.0001641688,0.00009325987,0.00006560681,0.9573954,0.001776608,0.001795692,0.002678949,0.02459954],"study_design_scores_gemma":[0.00001105556,0.0000494261,0.001579755,0.00001174804,0.00001883956,0.00004722388,0.000009992353,0.9951894,0.0005455223,0.001394612,0.001131186,0.00001126845],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.390489,0.002834261,0.5826949,0.00277863,0.0002739175,0.0001914482,0.00376291,0.004294369,0.01268067],"genre_scores_gemma":[0.9026543,0.0005568496,0.08633578,0.0004752624,0.00008131471,0.0002223501,0.002773203,0.0005805875,0.006320235],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01182262,"threshold_uncertainty_score":0.0235076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01117686750763828,"score_gpt":0.2775657263868892,"score_spread":0.2663888588792509,"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."}}