{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004778987,0.0001846634,0.0002956563,0.0001996835,0.0002812677,0.00007461356,0.0001622542,0.0000585895,0.0009364345],"category_scores_gemma":[0.0001305879,0.0001677169,0.0001794401,0.0002522131,0.00005834422,0.0001483432,0.00006633512,0.0008240818,0.000003345328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001651085,"about_ca_system_score_gemma":0.0003324804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001324929,"about_ca_topic_score_gemma":0.00008736212,"domain_scores_codex":[0.9982571,0.000124944,0.0004384415,0.000298478,0.0004982592,0.0003827945],"domain_scores_gemma":[0.9991315,0.00019897,0.000299159,0.0001027802,0.0001478144,0.0001197832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002639932,0.002297506,0.5642931,0.00004140795,0.001064633,0.0005384769,0.005957916,0.001751952,0.02927926,0.00002005072,0.006150053,0.3859657],"study_design_scores_gemma":[0.05336276,0.01099097,0.4681897,0.0002874674,0.0006603444,0.005918689,0.0229831,0.002564991,0.02106011,0.002436256,0.4101831,0.00136254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900287,0.002465196,0.00002903481,0.00496352,0.0008079398,0.0008252976,0.0001232607,0.00006879674,0.0006882983],"genre_scores_gemma":[0.9937265,0.001540817,0.0003367404,0.001793027,0.0001985254,0.001505692,0.00009494294,0.00002477549,0.0007789807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.404033,"threshold_uncertainty_score":0.9999769,"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."}}