{"id":"W4212782033","doi":"10.1016/j.brachy.2021.11.006","title":"MRI-defined treatment margins, urinary toxicity, and PSA response in LDR prostate brachytherapy","year":2022,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Brachytherapy; Nuclear medicine; Prostate; Implant; Quadrant (abdomen); Urology; Prostate brachytherapy; Urethra; Margin (machine learning); Dosimetry; Radiation therapy; Surgery; Internal medicine; Cancer","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004590471,0.0003870334,0.0005950417,0.0003011214,0.000267677,0.00004099136,0.00009417944,0.00006680734,0.0005130618],"category_scores_gemma":[0.00001353147,0.0003321596,0.000141925,0.0004227413,0.00008643005,0.0001218118,0.00007959551,0.000241743,0.0000150357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009969519,"about_ca_system_score_gemma":0.0002898697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001828579,"about_ca_topic_score_gemma":0.00004217847,"domain_scores_codex":[0.9976584,0.0003562904,0.0004209335,0.0006820098,0.0003599724,0.000522353],"domain_scores_gemma":[0.9988943,0.0002110064,0.0001326432,0.0005170521,0.00003455484,0.0002103853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08492737,0.01651814,0.6630179,0.0001251611,0.0008098784,0.006334818,0.01009884,0.0002491243,0.01494099,0.000680236,0.003413012,0.1988845],"study_design_scores_gemma":[0.02836986,0.03502288,0.7459687,0.0000923401,0.00007643425,0.001083059,0.0005626762,0.0002243702,0.004270884,0.0007458979,0.1830347,0.0005481557],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968909,0.01331349,0.000007105087,0.01509623,0.0001757577,0.00194221,0.0001575341,0.0001061049,0.0002925726],"genre_scores_gemma":[0.9787086,0.0129503,0.000524383,0.00317735,0.00008965343,0.001984141,0.0001193399,0.0000830344,0.002363215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1983364,"threshold_uncertainty_score":0.999913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0175668314128659,"score_gpt":0.2828246393580626,"score_spread":0.2652578079451967,"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."}}