{"id":"W4310691331","doi":"10.1016/j.brachy.2022.09.014","title":"PP02  Presentation Time: 9:10 AM","year":2022,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia; Sunnybrook Health Science Centre; Princess Margaret Cancer Centre; University of Ottawa","funders":"","keywords":"Medicine; Prostate cancer; Salvage therapy; Brachytherapy; Prostate; Salvage surgery; Medical physics; Radiation therapy; Oncology; Surgery; Internal medicine; Cancer; Chemotherapy","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":[0.0001447774,0.00007641748,0.0001505084,0.00008259668,0.0001792799,0.00001425028,0.00006013594,0.00001928574,0.01577828],"category_scores_gemma":[0.000008765424,0.00006080067,0.00007556556,0.0002075317,0.00003160016,0.0000531922,0.00003227525,0.0001379051,0.0002859397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001164985,"about_ca_system_score_gemma":0.0001083542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001685692,"about_ca_topic_score_gemma":5.186823e-7,"domain_scores_codex":[0.9991146,0.00006820693,0.0001102127,0.0001680895,0.0003569986,0.0001819076],"domain_scores_gemma":[0.9996395,0.00003676076,0.00003388766,0.0001806053,0.00003939724,0.00006982075],"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":[0.02137093,0.002382351,0.03243332,0.0001088212,0.0008962148,0.0006382464,0.003052121,0.0001300123,0.1439969,0.0005462397,0.512922,0.2815228],"study_design_scores_gemma":[0.02851391,0.003849184,0.04215517,0.0000209689,0.00008570893,0.0002059794,0.0004375394,0.002027349,0.01408077,0.0008294845,0.9074806,0.0003133399],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9550858,0.003565063,0.00002719002,0.007508498,0.000201475,0.001300334,0.00002496447,0.0001484352,0.03213821],"genre_scores_gemma":[0.5957957,0.0004463705,0.0002886717,0.00118815,0.0003282171,0.0006385107,0.0003793449,0.00004493293,0.4008901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3945586,"threshold_uncertainty_score":0.9851214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02450905493432825,"score_gpt":0.3392486303345111,"score_spread":0.3147395754001829,"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."}}