{"id":"W4386986245","doi":"10.1016/j.brachy.2023.06.160","title":"PO59","year":2023,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Prostate cancer; Brachytherapy; Androgen deprivation therapy; External beam radiotherapy; Adverse effect; Hormonal therapy; Genitourinary system; Radiation treatment planning; Radiation therapy; Prostate; Logistic regression; Quality of life (healthcare); Internal medicine; Urology; Oncology; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004918312,0.00006405558,0.0001112232,0.00005316202,0.0000332604,0.000008137217,0.00002203836,0.00002501089,0.0002882565],"category_scores_gemma":[0.000005773865,0.00004858392,0.00005612597,0.0002238117,0.00001542713,0.00002635469,0.000006720233,0.0000390894,0.0008554275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003473663,"about_ca_system_score_gemma":0.00003222708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001140652,"about_ca_topic_score_gemma":0.000001782462,"domain_scores_codex":[0.9995402,0.000006749405,0.00007463722,0.0001283951,0.00009899559,0.0001510841],"domain_scores_gemma":[0.999712,0.0000224707,0.00001573816,0.0001621432,0.00002000784,0.0000675831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002289389,0.0003343906,0.3073523,0.00004906065,0.0002434375,0.0005893154,0.0005825748,0.000006885672,0.003885512,0.002293525,0.1274155,0.5570186],"study_design_scores_gemma":[0.002298157,0.0006042754,0.6319674,0.00004557014,0.00002293097,0.00003598539,0.00004530928,0.00007307709,0.006380911,0.0008828027,0.3575459,0.00009773366],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832723,0.001178532,0.00001501614,0.00862062,0.0002000485,0.0002798913,0.000008557793,0.0003024405,0.006122638],"genre_scores_gemma":[0.9895825,0.002819856,0.0001673668,0.002477312,0.0001820383,0.0001032296,0.00005009131,0.00002095054,0.004596594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5569208,"threshold_uncertainty_score":0.9999225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02846149094105076,"score_gpt":0.3200164142171987,"score_spread":0.291554923276148,"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."}}