{"id":"W4310655863","doi":"10.1016/j.brachy.2022.09.081","title":"PP12  Presentation Time: 11:20 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":"Université Laval; Quebec - Clinical Research Organization in Cancer","funders":"","keywords":"Medicine; Prostate cancer; Biochemical recurrence; Proportional hazards model; Univariate analysis; Multivariate analysis; Brachytherapy; Internal medicine; Oncology; Radiation therapy; Cancer; Prostatectomy","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":[0.0001611752,0.0000870644,0.0001693035,0.00009151054,0.0001990737,0.0000161389,0.00006830224,0.00002205733,0.005366335],"category_scores_gemma":[0.000008083072,0.00006948188,0.00008379172,0.0002318141,0.00003567388,0.00006308269,0.00003584871,0.0001488548,0.0001306652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001315726,"about_ca_system_score_gemma":0.0001164242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003101904,"about_ca_topic_score_gemma":0.000002921175,"domain_scores_codex":[0.9990054,0.00008091982,0.0001244506,0.0001870957,0.0003941914,0.0002079633],"domain_scores_gemma":[0.9996017,0.00004251997,0.00003883462,0.0001974139,0.00003868419,0.00008089844],"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":[0.01595634,0.003145514,0.2034074,0.0001632072,0.0009917552,0.0009468412,0.005114483,0.0002708379,0.1942153,0.001044408,0.3625627,0.2121812],"study_design_scores_gemma":[0.02985371,0.002929751,0.05832655,0.0000266391,0.00009936594,0.0002545837,0.0006065237,0.001995911,0.01742469,0.0008771237,0.8872512,0.0003539258],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976305,0.002734185,0.00003344527,0.008765396,0.0002190358,0.001169551,0.0000301685,0.0001309102,0.0106123],"genre_scores_gemma":[0.8239208,0.0004361581,0.0003237982,0.001601909,0.0003963484,0.0006710838,0.0004979685,0.0000516223,0.1721003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5246885,"threshold_uncertainty_score":0.9955429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0240072537756669,"score_gpt":0.3381277908812164,"score_spread":0.3141205371055494,"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."}}