{"id":"W2528405360","doi":"10.1111/pin.12467","title":"Perineural invasion on biopsy is associated with upstaging at radical prostatectomy in Gleason score 3 + 4 = 7 prostate cancer","year":2016,"lang":"en","type":"article","venue":"Pathology International","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Prostatectomy; Perineural invasion; Cribriform; Prostate cancer; Medicine; Biopsy; Urology; Biochemical recurrence; Stage (stratigraphy); Cancer; Pathology; Internal medicine; Carcinoma; Biology","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":[0.0001170211,0.0001853553,0.0002440228,0.0001644837,0.00004817863,0.00001158614,0.00008218515,0.00007805565,0.0006037815],"category_scores_gemma":[0.00009240816,0.0001073482,0.00005168401,0.0001128716,0.0001570732,0.00008215519,0.0000590987,0.0001405647,0.0000492844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001056259,"about_ca_system_score_gemma":0.000106443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003718098,"about_ca_topic_score_gemma":0.00006813221,"domain_scores_codex":[0.998703,0.00004648765,0.0002225931,0.0004311003,0.0003023859,0.0002944029],"domain_scores_gemma":[0.9994435,0.00008721924,0.0001176274,0.0001474047,0.0001118292,0.00009236544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001404266,0.0003478616,0.9739386,0.00001217091,0.0001027063,0.00182393,0.0004925636,0.000005009003,0.0116011,0.0001208999,0.0004639237,0.009686945],"study_design_scores_gemma":[0.01006522,0.0009275178,0.9427024,0.001574775,0.0000414142,0.0004208927,0.00003082828,0.00006624779,0.04175602,0.0001252237,0.002085678,0.0002038123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831418,0.0001686859,0.000009122904,0.01504891,0.0002595347,0.0005142824,0.0002296274,0.00004874435,0.0005793072],"genre_scores_gemma":[0.996276,0.0004328838,0.00009485677,0.001250725,0.00006729709,0.0004324164,0.0001009065,0.00002753938,0.001317336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03123625,"threshold_uncertainty_score":0.6610985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02284386835753057,"score_gpt":0.2903743646544561,"score_spread":0.2675304962969255,"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."}}