{"id":"W1928904690","doi":"10.7759/cureus.276","title":"Development of ProCaRS Clinical Nomograms for Biochemical Failure-free Survival Following Either Low-Dose Rate Brachytherapy or Conventionally Fractionated External Beam Radiation Therapy for Localized Prostate Cancer","year":2015,"lang":"en","type":"article","venue":"Cureus","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University Health Network; Juravinski Cancer Centre; McGill University Health Centre; Hôtel-Dieu de Québec; BC Cancer Agency; London Health Sciences Centre","funders":"Association of Canadian Universities for Research in Astronomy; Canadian Association of Radiation Oncology","keywords":"Medicine; Brachytherapy; Prostate cancer; External beam radiotherapy; Nomogram; External beam radiation; Radiation therapy; Nuclear medicine; Prostate; Cancer; Dose rate; Oncology; Urology; Radiology; Medical physics; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.007013068,0.0009076768,0.0005221377,0.004149558,0.0006279509,0.001651172,0.000951809,0.0003529396,0.001116454],"category_scores_gemma":[0.01889008,0.0002252647,0.000903112,0.001520755,0.0004150099,0.0007930944,0.001032197,0.0007857467,0.0003838115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001380721,"about_ca_system_score_gemma":0.002345441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01631774,"about_ca_topic_score_gemma":0.02284214,"domain_scores_codex":[0.9983246,0.0006390614,0.0001894217,0.0002322972,0.0004962593,0.0001183453],"domain_scores_gemma":[0.9915811,0.002956715,0.002422753,0.0006361627,0.002032016,0.0003711865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003625368,0.00006482745,0.9447411,0.00008572114,0.0001699032,0.00005161934,0.0002373797,0.00753632,0.0003895156,0.0004014553,0.003526072,0.04243358],"study_design_scores_gemma":[0.0001159653,0.0006469743,0.9071782,0.000118567,0.0003472026,0.0004601548,0.001013243,0.07798523,0.001836725,0.0007442169,0.009489097,0.00006443477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9512978,0.001168843,0.03112837,0.0004953771,0.00007230965,0.0006071799,0.008451065,0.0006684422,0.006110505],"genre_scores_gemma":[0.9773094,0.0002562628,0.01572796,0.00005473724,0.00003149522,0.0002358778,0.005971842,0.00003851102,0.0003740112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01631774,"threshold_uncertainty_score":0.03708911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07079118145587907,"score_gpt":0.384199790160445,"score_spread":0.313408608704566,"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."}}