{"id":"W4310655868","doi":"10.1016/j.brachy.2022.09.097","title":"PSOR3  Presentation Time: 11:40 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":"Centre hospitalier universitaire de Québec; Université Laval","funders":"","keywords":"Medicine; Incidence (geometry); Internal medicine; Capra; Prostate cancer; Retrospective cohort study; Proportional hazards model; Metastasis; 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":[0.0001622014,0.00008786815,0.0001700864,0.00009542456,0.0001996186,0.00001649091,0.00006901823,0.00002231102,0.005587125],"category_scores_gemma":[0.000008823299,0.00007006429,0.00008495861,0.0002309875,0.00003635184,0.00006209575,0.00003545565,0.000146798,0.0001358306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001300267,"about_ca_system_score_gemma":0.0001137502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004133102,"about_ca_topic_score_gemma":0.000002259262,"domain_scores_codex":[0.9989965,0.00008049551,0.0001258961,0.000190592,0.0003978942,0.0002086391],"domain_scores_gemma":[0.9995995,0.00004060799,0.00003919246,0.0002026399,0.00003895232,0.00007911483],"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":[0.02447134,0.003477226,0.1650413,0.0001745758,0.001074441,0.0009947044,0.005519895,0.0002460205,0.1421948,0.001119437,0.3591141,0.2965721],"study_design_scores_gemma":[0.0363588,0.003486957,0.1138768,0.00003203552,0.0001181408,0.0003063575,0.0007381453,0.002360527,0.01869228,0.00108388,0.822525,0.0004210998],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808728,0.002523124,0.00003014687,0.006578179,0.00019603,0.001047444,0.00002094502,0.0001172376,0.008614092],"genre_scores_gemma":[0.8647653,0.0005157796,0.0002897017,0.001418294,0.0003316115,0.0006104645,0.0003310565,0.00004589332,0.1316919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4634109,"threshold_uncertainty_score":0.9953219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02415897023375584,"score_gpt":0.3385549282858617,"score_spread":0.3143959580521059,"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."}}