{"id":"W2049190748","doi":"10.5489/cuaj.1890","title":"Preoperative parameters to predict incidental (T1a and T1b) prostate cancer","year":2014,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prostate cancer; Medicine; Prostate; Urology; Biopsy; Prostate-specific antigen; Prostate biopsy; Cancer; Transurethral resection of the prostate; Pathological; Odds ratio; Gynecology; Internal medicine; Radiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004230324,0.0004110305,0.0002831398,0.0007556723,0.0001924327,0.000482742,0.0001766826,0.000383527,0.00227464],"category_scores_gemma":[0.002586584,0.0001606048,0.0002159412,0.0005464814,0.0003412754,0.0003598471,0.0002504646,0.0003763253,0.0003758162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001321193,"about_ca_system_score_gemma":0.0003386405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009543588,"about_ca_topic_score_gemma":0.001426012,"domain_scores_codex":[0.9998438,0.00003878125,0.00002776709,0.0000234267,0.00004110851,0.00002499504],"domain_scores_gemma":[0.9978803,0.0008438787,0.0007610228,0.00005461694,0.0001519341,0.0003083028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006691163,0.00001105714,0.9970909,0.00001450012,0.00001206832,0.00007256937,0.000007454825,0.0001147747,0.0001912067,0.000006166091,0.00007927319,0.00233301],"study_design_scores_gemma":[0.000008884097,0.0002365833,0.9954736,0.00002539054,0.00004276507,0.002095629,0.00005378263,0.001143929,0.0004402509,0.00006302674,0.000407967,0.00000821405],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965588,0.001594043,0.0006072691,0.0001101819,0.00002323265,0.000009860935,0.0003195499,0.00001881663,0.0007580653],"genre_scores_gemma":[0.9987167,0.0003052819,0.0004870985,0.00002038986,0.00003685987,0.000004417997,0.0003216366,0.000002592923,0.0001050346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00227464,"threshold_uncertainty_score":0.007609427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01076672493364661,"score_gpt":0.2451143127276162,"score_spread":0.2343475877939696,"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."}}