{"id":"W3175766884","doi":"10.1016/j.ctro.2021.06.008","title":"Excessive waitlists and delays to treatment with low-dose-rate brachytherapy predict an increased risk of recurrence and metastases in intermediate-risk prostatic carcinoma","year":2021,"lang":"en","type":"article","venue":"Clinical and Translational Radiation Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"Cumming School of Medicine, University of Calgary; Alberta Cancer Foundation; University of Calgary","keywords":"Medicine; Interquartile range; Proportional hazards model; Brachytherapy; Cumulative incidence; Incidence (geometry); Urology; Internal medicine; Multivariate analysis; Surgery; Radiation therapy; Cohort","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":[],"consensus_categories":[],"category_scores_codex":[0.0003562454,0.0001463977,0.0004852086,0.00008184677,0.00005015025,0.00001175626,0.00001894204,0.00008432813,0.00002196215],"category_scores_gemma":[0.0001490142,0.0001057114,0.00003841173,0.0001367945,0.0002167295,0.0001034084,0.000007596016,0.0001213637,5.650822e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004110402,"about_ca_system_score_gemma":0.0004850789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002186968,"about_ca_topic_score_gemma":0.0009910397,"domain_scores_codex":[0.9984304,0.0004459276,0.0004914625,0.0003984423,0.0001021034,0.0001317033],"domain_scores_gemma":[0.9980651,0.001270131,0.0001921038,0.0001051428,0.0001160581,0.000251442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001764879,0.0006765976,0.7783753,0.00004092946,0.000148756,0.0000777302,0.0008100828,0.00003065267,0.00002487429,0.00008407731,0.000003619355,0.2179624],"study_design_scores_gemma":[0.01163718,0.008576694,0.9759957,0.00008977939,0.0003492586,0.00003165193,0.0001147557,0.001986647,0.0002926098,0.0005234841,0.0003081056,0.00009417313],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941381,0.003525311,0.0001200229,0.0008924877,0.00005045801,0.000662998,0.0005785215,0.000007500451,0.00002466801],"genre_scores_gemma":[0.9857627,0.01213681,0.001328556,0.0002266932,0.00005457706,0.0001521927,0.0003239776,0.000009662984,0.000004788443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2178683,"threshold_uncertainty_score":0.4310787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02817088857396623,"score_gpt":0.3591348230366769,"score_spread":0.3309639344627107,"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."}}