{"id":"W1982171744","doi":"10.1016/j.brachy.2014.12.004","title":"Regional dose metrics as predictors of biochemical failure and local recurrence after low-dose-rate prostate brachytherapy","year":2015,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency; University of British Columbia","funders":"BC Cancer Agency","keywords":"Medicine; Prostate cancer; Brachytherapy; Prostate brachytherapy; Prostate; Urology; Androgen deprivation therapy; Proportional hazards model; Prostate-specific antigen; Cohort; Multivariate analysis; Radiation treatment planning; Nuclear medicine; Internal medicine; Radiation therapy; Oncology; Radiology; Cancer","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003366481,0.0003545159,0.0005577659,0.0001998788,0.00004251948,0.00003411579,0.0001036401,0.0001871789,0.00007024943],"category_scores_gemma":[0.00007303528,0.0002756042,0.0001359701,0.0005577745,0.0004009033,0.0001930432,0.00004054393,0.000256769,0.00002229587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001768166,"about_ca_system_score_gemma":0.0004055045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000710664,"about_ca_topic_score_gemma":0.00001164792,"domain_scores_codex":[0.9979488,0.00009156054,0.0004702474,0.0005777956,0.0005075805,0.0004039701],"domain_scores_gemma":[0.9983974,0.0001277651,0.0002074397,0.0004294451,0.0003309853,0.0005069341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02269727,0.004355837,0.7077648,0.0007378814,0.001582085,0.001037088,0.006970391,0.00003719283,0.009903756,0.000774568,0.04443648,0.1997026],"study_design_scores_gemma":[0.05899652,0.02186423,0.5619066,0.002545614,0.0006800951,0.001273547,0.001483861,0.0008646433,0.1330824,0.005842747,0.2092898,0.002169937],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757701,0.01937925,0.0001162792,0.003301769,0.0002239817,0.0009560343,0.00007988971,0.00006650447,0.0001062295],"genre_scores_gemma":[0.9898253,0.006734847,0.0008955064,0.001680314,0.0002220769,0.0002717989,0.0001023419,0.00005501145,0.000212788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1975327,"threshold_uncertainty_score":0.9999696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02034027907625593,"score_gpt":0.2797807384586662,"score_spread":0.2594404593824103,"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."}}