{"id":"W3015079545","doi":"10.5539/jmbr.v10n1p6","title":"Correlation Between mpMRI Staging and Final Surgical Pathology in Prostate Cancer","year":2020,"lang":"en","type":"article","venue":"Journal of Molecular Biology Research","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Prostate cancer; Prostatectomy; Prostate; Radiology; Pathological; Pathological staging; Biopsy; Cancer; Surgical pathology; Pathology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007762846,0.00007537003,0.000314801,0.0001803276,0.00003302275,0.000009246691,0.0000464538,0.00008009789,0.00002857103],"category_scores_gemma":[0.0001619513,0.00005542219,0.00004727937,0.0002271441,0.0001565489,0.00003289875,0.00006158413,0.0006084386,0.000002665142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001012911,"about_ca_system_score_gemma":0.0002459918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002371989,"about_ca_topic_score_gemma":0.000002547671,"domain_scores_codex":[0.9987658,0.0003198598,0.0002997575,0.0001698817,0.0001856488,0.0002591114],"domain_scores_gemma":[0.9992918,0.0001569829,0.00008977855,0.00006147002,0.0002151531,0.0001848334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006163597,0.00005834645,0.966481,0.00003906757,0.00007459019,0.006678122,0.0004219525,0.00002926687,0.00792154,0.0001136885,0.0001203545,0.01744567],"study_design_scores_gemma":[0.01557518,0.0104058,0.9379965,0.000527331,0.0001547907,0.001495755,0.0004259972,0.0004414338,0.02067631,0.001949952,0.01011845,0.0002325238],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717567,0.007284366,0.0001253372,0.02047808,0.00003323379,0.0002220253,0.00001093398,0.000002761718,0.00008656258],"genre_scores_gemma":[0.996029,0.003386105,0.0002145,0.0002051297,0.0001179071,0.00001401196,0.000009715372,0.000008678652,0.0000149069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02848456,"threshold_uncertainty_score":0.2643397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09836409961478901,"score_gpt":0.4389354550007925,"score_spread":0.3405713553860035,"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."}}