{"id":"W4367294984","doi":"10.1016/j.eururo.2023.03.014","title":"Impact of Epithelial Histological Types, Subtypes, and Growth Patterns on Oncological Outcomes for Patients with Nonmetastatic Prostate Cancer Treated with Curative Intent: A Systematic Review","year":2023,"lang":"en","type":"review","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"Medical Research Council; Ipsen; European Society for Medical Oncology; Cilag; Astellas Pharma; Cancer Australia; Cancer Research UK; Schweizerische Arbeitsgemeinschaft für Klinische Krebsforschung; Amgen; Pfizer; Sir John Fisher Foundation; AstraZeneca; Bristol-Myers Squibb","keywords":"Medicine; Prostate cancer; Prostatectomy; Cribriform; Intraepithelial neoplasia; Oncology; Cancer; Internal medicine; Prostate; Radiation therapy; Carcinoma","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002840012,0.0006575926,0.004303717,0.0001618114,0.00004774253,0.00001059642,0.0001387658,0.0000972224,0.00003433601],"category_scores_gemma":[0.0004120372,0.0002768458,0.0003864764,0.0002278938,0.0001869094,0.00002809281,0.00006281685,0.0002959544,0.00003027088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003604318,"about_ca_system_score_gemma":0.0002181264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005279766,"about_ca_topic_score_gemma":0.00001354071,"domain_scores_codex":[0.9970266,0.0007785589,0.0009025591,0.0006818491,0.0002254953,0.0003849744],"domain_scores_gemma":[0.9973009,0.0008365096,0.001054153,0.0003570598,0.0002785086,0.0001729301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.002011409,0.001769485,0.1233715,0.8374172,0.00937653,0.0008538373,0.0001483409,0.000001231798,3.906258e-8,0.00007266465,0.0004425327,0.02453522],"study_design_scores_gemma":[0.01038315,0.09943627,0.173438,0.6486899,0.05754146,0.0002165704,0.00001123347,0.000004068634,3.876935e-7,0.00001165256,0.009197108,0.001070186],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007365786,0.9781012,0.000009524364,0.0001828127,0.00005993082,0.01189775,0.002233873,0.00007440218,0.00007470664],"genre_scores_gemma":[0.006587849,0.9899709,0.00003996084,0.0003607653,0.00002164276,0.001906424,0.0008302674,0.0001232668,0.0001588771],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1887273,"threshold_uncertainty_score":0.9999683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0487744719252637,"score_gpt":0.3449185747512646,"score_spread":0.296144102826001,"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."}}