{"id":"W4293244816","doi":"10.1016/j.ctro.2022.08.009","title":"Real-world utilisation of brachytherapy boost and patient-reported functional outcomes in men who had external beam radiation therapy for prostate cancer in Australia","year":2022,"lang":"en","type":"article","venue":"Clinical and Translational Radiation Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre","funders":"Movember Foundation","keywords":"Medicine; Prostate cancer; Brachytherapy; Population; Cohort; Urology; External beam radiotherapy; Cancer registry; Cancer; Radiation therapy; Internal medicine; Gynecology","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":[],"consensus_categories":[],"category_scores_codex":[0.0004563211,0.000122409,0.0004269088,0.0002065597,0.00007202142,0.000006625051,0.0000220006,0.00007737695,0.0002049523],"category_scores_gemma":[0.00003411127,0.0001108553,0.00008109079,0.0001788608,0.00009896555,0.0001116489,0.000007089785,0.0001688419,2.036461e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001451407,"about_ca_system_score_gemma":0.0003044786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005751396,"about_ca_topic_score_gemma":0.000448522,"domain_scores_codex":[0.9983264,0.0001348793,0.0008714747,0.0003157712,0.0002059888,0.0001455119],"domain_scores_gemma":[0.998834,0.0006372015,0.0003113145,0.00007065712,0.00007167575,0.00007519612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002490544,0.000703512,0.7923245,0.00001475338,0.000089714,0.000004569475,0.0006388121,0.0007262666,0.00009385765,0.0005049364,0.0001124076,0.2022961],"study_design_scores_gemma":[0.01450361,0.00148518,0.9742243,0.00001959674,0.00004193314,0.000004308014,0.00005388637,0.002323717,0.0001227824,0.001999173,0.005130569,0.0000909774],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905086,0.00144389,0.00002892862,0.006072487,0.0002181734,0.001426443,0.0002242033,0.000008626314,0.00006868355],"genre_scores_gemma":[0.9926741,0.005229604,0.0001413264,0.0004783164,0.00006980569,0.0009242921,0.0002977153,0.00001150003,0.0001733074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2022051,"threshold_uncertainty_score":0.4520548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07340246029923288,"score_gpt":0.4109876526133818,"score_spread":0.3375851923141489,"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."}}