{"id":"W4391679063","doi":"10.1186/s12894-024-01427-6","title":"Prostate cancer presentation and management in the Middle East","year":2024,"lang":"en","type":"article","venue":"BMC Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Prostate cancer; Malignancy; Disease; Presentation (obstetrics); Cancer; Stage (stratigraphy); Retrospective cohort study; Prostate; Psychological intervention; Management of prostate cancer; Middle East; Gynecology; Internal medicine; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.00007634575,0.00005648061,0.00007014118,0.00005212731,0.00001672233,0.00001677224,0.00002302465,0.0000202803,0.00003603768],"category_scores_gemma":[0.000002812375,0.00003442793,0.00001593631,0.00009177886,0.00003360449,0.00002707355,0.00001790791,0.00005350182,0.00001434837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003123154,"about_ca_system_score_gemma":0.00002377475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008833442,"about_ca_topic_score_gemma":0.0003129943,"domain_scores_codex":[0.9995477,0.00003156766,0.0000798355,0.0001625418,0.00006281611,0.0001156077],"domain_scores_gemma":[0.9998391,0.00003637377,0.000009973536,0.00008694956,0.000007095473,0.00002049071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000724116,0.0004861369,0.8519413,0.002052656,0.0002297867,0.001376684,0.01751837,0.0001720617,0.0001096431,0.01758788,0.01213953,0.09566184],"study_design_scores_gemma":[0.001864155,0.0005029156,0.8876711,0.00005594198,0.0003210677,0.0000814636,0.0009214598,0.001585649,0.0000686241,0.001235272,0.1056051,0.00008735964],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9621459,0.02020113,0.00002757968,0.01340768,0.0002090343,0.0009702486,0.00001200296,0.00002845697,0.00299798],"genre_scores_gemma":[0.9960085,0.001677289,0.0000927832,0.0009662049,0.00005190906,0.0007152264,0.00001381317,0.000006899693,0.0004674117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09557448,"threshold_uncertainty_score":0.140393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05651850736018051,"score_gpt":0.3160767705114697,"score_spread":0.2595582631512892,"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."}}