{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001578914,0.0002518302,0.0003417237,0.0004405239,0.0001750837,0.0005196715,0.0003883922,0.0005258933,0.001160747],"category_scores_gemma":[0.007443083,0.0001811578,0.0003835422,0.0002788725,0.0004384962,0.0004153049,0.0003450168,0.0005481343,0.0001958731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003839814,"about_ca_system_score_gemma":0.0002818798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001502594,"about_ca_topic_score_gemma":0.002042615,"domain_scores_codex":[0.9992312,0.0003948703,0.00007029904,0.00007241405,0.000163781,0.00006737551],"domain_scores_gemma":[0.9967002,0.001761629,0.0009818556,0.0001173453,0.0001667914,0.0002720175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03225248,0.001013294,0.8197037,0.0004282534,0.0006335909,0.001873968,0.0009610872,0.007357656,0.03937656,0.0006313164,0.0008580111,0.09491012],"study_design_scores_gemma":[0.00008301912,0.003705415,0.9835047,0.00004951685,0.0002542375,0.002041708,0.0002109412,0.004539571,0.00423592,0.000298573,0.001044219,0.00003231373],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927856,0.004605452,0.0008366748,0.00009683901,0.00002753833,0.0000115953,0.00007727132,0.00001973569,0.001539385],"genre_scores_gemma":[0.9993035,0.0001651812,0.0001652479,0.00002533395,0.00001709941,0.000005377996,0.00004527114,0.000006230137,0.0002666794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001578914,"threshold_uncertainty_score":0.008350194,"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."}}