{"id":"W4386986399","doi":"10.1016/j.brachy.2023.06.134","title":"PO33","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":"University of Calgary","funders":"","keywords":"Vagina; Medicine; Brachytherapy; Nuclear medicine; Homogeneous; Gynecology; Urology; Radiology; Radiation therapy; Surgery; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002971154,0.001081766,0.0004006166,0.001333395,0.001192931,0.002419341,0.0006810848,0.001518854,0.8717209],"category_scores_gemma":[0.001097934,0.000312181,0.0003788399,0.0009345996,0.0005176932,0.0008986078,0.001268433,0.001220681,0.7837144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006398006,"about_ca_system_score_gemma":0.0008078072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001872862,"about_ca_topic_score_gemma":0.003605393,"domain_scores_codex":[0.9997773,0.00002259702,0.000008467153,0.0000623794,0.00009229995,0.00003706326],"domain_scores_gemma":[0.9995888,0.00006748806,0.00002528062,0.00005404974,0.0001399222,0.0001245036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001297416,0.0001028031,0.0004011092,0.0002281403,0.000007433815,0.0002622018,0.00006232407,0.0001567103,0.002838604,0.01680335,0.6612925,0.317715],"study_design_scores_gemma":[0.00001502388,0.00003832093,0.000518938,0.00004972513,0.000002371138,0.0001744434,0.00001997652,0.00006748103,0.0004074308,0.001298668,0.9974042,0.000003551057],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006019251,0.0003471599,0.0006202157,0.0005224817,0.0004658952,0.00006119514,0.0008347901,0.0004278456,0.9961185],"genre_scores_gemma":[0.001193954,0.0001404414,0.0002079835,0.0001616435,0.00006008967,0.00002002579,0.0003168387,0.00009131108,0.9978077],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1282791,"threshold_uncertainty_score":0,"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."}}