{"id":"W4376274021","doi":"10.3390/curroncol30050374","title":"Predictors of Prostate Cancer at Fusion Biopsy: The Role of Positive Family History, Hypertension, Diabetes, and Body Mass Index","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Prostate cancer; Body mass index; Diabetes mellitus; Family history; Biopsy; Prostate; Cancer; Internal medicine; Prostate biopsy; Oncology; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005249397,0.0002422527,0.0002316515,0.0004318276,0.0003509138,0.0004194707,0.0002513873,0.0002846495,0.001658838],"category_scores_gemma":[0.001938864,0.0001483369,0.0004001561,0.0005001587,0.0002506578,0.0003060405,0.0003036304,0.0004797653,0.0001870495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001902009,"about_ca_system_score_gemma":0.0003422207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002720678,"about_ca_topic_score_gemma":0.003697612,"domain_scores_codex":[0.999783,0.00005019645,0.00001536815,0.00004190208,0.00005862507,0.00005093045],"domain_scores_gemma":[0.9986589,0.0004075279,0.0004817572,0.00005929171,0.0001046238,0.000287799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004225969,0.000005275914,0.9990376,0.000001773595,0.00001342828,0.00007792163,0.000007650508,0.00004350861,0.00009568075,0.000003304294,0.00002663544,0.0006449086],"study_design_scores_gemma":[0.000002193249,0.00006563441,0.9975142,0.000003834836,0.00003179381,0.001369736,0.00005191268,0.0007205612,0.0001077599,0.00001907292,0.0001102036,0.000002968338],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990078,0.000499459,0.0001393077,0.00004208532,0.000005383593,0.000002189113,0.00005860973,0.000004303537,0.00024097],"genre_scores_gemma":[0.9998078,0.000050692,0.00004430547,0.000005865882,0.000006554982,6.233271e-7,0.0000526276,8.061161e-7,0.00003074276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002720678,"threshold_uncertainty_score":0.005549312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03388046623487335,"score_gpt":0.3046278979046135,"score_spread":0.2707474316697402,"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."}}