{"id":"W4285036314","doi":"10.48083/kkvj7280","title":"Prostate Cancer Detection by Novice Micro-Ultrasound Users Enrolled in a Training Program","year":2022,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital","funders":"","keywords":"Biopsy; Medicine; Ultrasound; Prostate cancer; Logistic regression; Stage (stratigraphy); Radiology; Prostate biopsy; Prostate; Cancer; Cancer detection; Medical physics; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001063656,0.000136915,0.0001426441,0.0006713984,0.0002357273,0.0004301717,0.0003643591,0.0003473869,0.002552897],"category_scores_gemma":[0.005937398,0.000179363,0.0001968319,0.0003775328,0.0002188735,0.0006135263,0.0005678058,0.0003691086,0.0003688355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003243171,"about_ca_system_score_gemma":0.0003940456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0049253,"about_ca_topic_score_gemma":0.00644181,"domain_scores_codex":[0.9991276,0.0002940928,0.00004645576,0.0001736974,0.0001757709,0.0001824056],"domain_scores_gemma":[0.99636,0.001069081,0.001016034,0.000167931,0.0004113484,0.0009757034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005035027,0.0001242945,0.9947836,0.000005945923,0.000007207822,0.00003839872,0.0001089367,0.00006599881,0.0001404811,0.000009423464,0.00009878696,0.004566556],"study_design_scores_gemma":[0.000005610651,0.0003910018,0.998372,0.000006867499,0.000005515202,0.0001944187,0.0002329316,0.0004881988,0.0001181985,0.00001219119,0.0001689178,0.000004116861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992338,0.00007691391,0.0001250849,0.00004361209,0.000003892225,0.00001244702,0.00006970734,0.000005505941,0.0004289533],"genre_scores_gemma":[0.999411,0.0000445326,0.000120831,0.00003611637,0.000006845089,0.00000704834,0.00009120259,0.000001764818,0.0002806571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0049253,"threshold_uncertainty_score":0.009793282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03297336249049114,"score_gpt":0.341228458830392,"score_spread":0.3082550963399008,"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."}}