{"id":"W2078723203","doi":"10.1016/j.urology.2014.04.007","title":"Perineural Invasion in Prostate Cancer Patients Who Are Potential Candidates for Active Surveillance: Validation Study","year":2014,"lang":"en","type":"article","venue":"Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Calgary Laboratory Services; University of Calgary; McGill University","funders":"","keywords":"Medicine; Prostatectomy; Perineural invasion; Prostate cancer; Biopsy; Cancer; Urology; Cohort; Watchful waiting; Internal medicine; Oncology; Radiology","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":[0.0001003382,0.0001249988,0.0003005949,0.00008194555,0.00004920549,0.000009490389,0.00003825815,0.0000435731,0.00003179084],"category_scores_gemma":[0.00007923732,0.000099781,0.00003612439,0.0000786037,0.00002697767,0.00005418954,0.00003035572,0.00007844398,0.000004153628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001232642,"about_ca_system_score_gemma":0.0000412293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003742421,"about_ca_topic_score_gemma":0.001108017,"domain_scores_codex":[0.9990863,0.00008624248,0.0001859796,0.0003068241,0.0001047752,0.0002298293],"domain_scores_gemma":[0.9995168,0.00006123594,0.0001095505,0.0001284365,0.0001280692,0.00005593186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001490585,0.0006587849,0.9886404,0.00003178185,0.00004770422,0.000009369872,0.0005451959,0.0002135976,0.00009358723,0.000003950783,0.0002945743,0.007970433],"study_design_scores_gemma":[0.00787554,0.003704335,0.9848619,0.00001858206,0.00005177461,0.000001674225,0.00009052377,0.0007710694,0.001598101,0.00005001839,0.0008851761,0.00009133703],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965575,0.0000871235,0.00001252123,0.00121783,0.0002793439,0.001694859,0.0001016231,0.00001754372,0.00003167383],"genre_scores_gemma":[0.9982734,0.0001255769,0.000006861316,0.0003351922,0.00008511594,0.0008762261,0.0002199834,0.00001746753,0.00006016884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007879096,"threshold_uncertainty_score":0.4068951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01163306860375396,"score_gpt":0.2819625485056343,"score_spread":0.2703294799018803,"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."}}