{"id":"W4321253077","doi":"10.3390/cancers15041280","title":"Micro-Ultrasound: Current Role in Prostate Cancer Diagnosis and Future Possibilities","year":2023,"lang":"en","type":"article","venue":"Cancers","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto; University Health Network","funders":"","keywords":"Prostate cancer; Medicine; Rectal examination; Prostate; Cancer; Biopsy; Radiology; Prostate biopsy; Medical physics; Cancer detection; Ultrasound; Internal medicine","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":[0.0000903546,0.0001913606,0.0002951129,0.0001442009,0.00006143239,0.000030827,0.00004722408,0.00004516414,0.0001541443],"category_scores_gemma":[0.00001772387,0.0001585441,0.00005931644,0.0004141835,0.00009922426,0.00008977776,0.00003237421,0.0001617625,0.00001853922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001645353,"about_ca_system_score_gemma":0.0005310449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001689913,"about_ca_topic_score_gemma":0.0007775407,"domain_scores_codex":[0.9988215,0.0000207948,0.0002086693,0.0003984938,0.0001576747,0.0003928555],"domain_scores_gemma":[0.9994631,0.00007614611,0.00005266569,0.0001968465,0.00004976696,0.0001615165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001251925,0.0000421712,0.8436298,0.0002823586,0.00006503808,0.00005249947,0.004259022,0.00004916863,0.0002991376,0.00004915091,0.01213162,0.1390148],"study_design_scores_gemma":[0.003409634,0.0002979242,0.7184471,0.0008132815,0.0001169065,0.00001345087,0.004565089,0.00005774748,0.007016553,0.0005365291,0.2643949,0.0003308762],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9252931,0.07026309,6.932569e-8,0.002510548,0.0006339334,0.0006986862,0.0002975806,0.00008562468,0.0002173085],"genre_scores_gemma":[0.7493187,0.2457317,0.00002954666,0.0003967652,0.0004355526,0.003563014,0.00009304897,0.00003334001,0.0003983009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2522633,"threshold_uncertainty_score":0.646524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01543057789525683,"score_gpt":0.2971734434165146,"score_spread":0.2817428655212578,"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."}}