{"id":"W4385728690","doi":"10.21203/rs.3.rs-3211140/v1","title":"Clinical Predictors of Germline DNA Damage Repair Gene Mutations in Patients with Advanced Prostate Cancer","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Prostate cancer; Germline; DNA Damage Repair; Germline mutation; DNA repair; DNA damage; Gene; Genetics; Cancer research; Mutation; Medicine; Biology; Cancer; DNA; Oncology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003917231,0.0002584101,0.0003753051,0.0007084595,0.000307639,0.0007576962,0.000372638,0.00071475,0.004569772],"category_scores_gemma":[0.004946934,0.0002644437,0.000369683,0.001064392,0.0003292748,0.0004914285,0.0004119775,0.001035593,0.0004741518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002038493,"about_ca_system_score_gemma":0.0004483442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002201622,"about_ca_topic_score_gemma":0.001670463,"domain_scores_codex":[0.9996687,0.00008858464,0.00002987328,0.00006978225,0.00006605704,0.00007701455],"domain_scores_gemma":[0.9971004,0.001283314,0.0006774238,0.000133927,0.000197191,0.0006077135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001703795,0.00002996366,0.9979938,0.000005922795,0.00002891801,0.00009862998,0.00001616064,0.0001170926,0.0001335838,0.00002707327,0.0002474717,0.001130956],"study_design_scores_gemma":[0.00001230876,0.00006389897,0.9986435,0.000005288997,0.00003281852,0.0004589942,0.00009972195,0.0002910499,0.00005752736,0.0001243085,0.0002051187,0.000005558114],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970908,0.0005598236,0.00008728752,0.0002821047,0.00003158506,0.00000357187,0.0007313208,0.000009485364,0.001203933],"genre_scores_gemma":[0.9990852,0.000136145,0.00004312619,0.00003594247,0.00004769393,0.00000245577,0.0003530238,0.000003993939,0.0002924736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004569772,"threshold_uncertainty_score":0.0152874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07819197233126352,"score_gpt":0.4623198848996688,"score_spread":0.3841279125684053,"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."}}