{"id":"W4385684016","doi":"10.1007/s00345-023-04521-w","title":"The diagnostic accuracy of micro-ultrasound for prostate cancer diagnosis: a review","year":2023,"lang":"en","type":"review","venue":"World Journal of Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Prostate cancer; Prostatectomy; Biopsy; Radiology; Prostate; Ultrasound; Nephrology; Prostate biopsy; Prostate-specific antigen; Magnetic resonance imaging; Cancer; Surgery; 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":[0.00108544,0.0004528749,0.003363412,0.0003100634,0.0001107151,0.00002177773,0.0003910935,0.0001345788,0.00008803722],"category_scores_gemma":[0.005030746,0.0002447124,0.001404582,0.0006410956,0.0002076323,0.00005295378,0.00006945305,0.0006235293,0.00001744039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002682624,"about_ca_system_score_gemma":0.001384666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002183788,"about_ca_topic_score_gemma":0.0001277388,"domain_scores_codex":[0.9965215,0.0002648215,0.002115167,0.000309459,0.0002947125,0.0004943194],"domain_scores_gemma":[0.9762289,0.01937874,0.003199082,0.0004499812,0.0005524805,0.0001908139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001062682,0.0001921229,0.0005895214,0.05453386,0.002250016,0.000171197,0.00003308735,8.750173e-7,3.204751e-7,0.00005147533,0.1115375,0.8305337],"study_design_scores_gemma":[0.0009637177,0.001008207,0.0001426549,0.1019657,0.01215085,0.0004731874,0.000004709596,9.589618e-8,0.000003855666,0.0001585159,0.8829749,0.0001536937],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000009311547,0.9876292,0.000002290698,0.007097023,0.001080888,0.003722253,0.000421054,0.00001212672,0.00002583732],"genre_scores_gemma":[0.00001609189,0.9923733,0.00007073513,0.001088804,0.0005628517,0.005247741,0.0000514663,0.0001008183,0.0004881487],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8303801,"threshold_uncertainty_score":0.9979082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05775031911462914,"score_gpt":0.3928261949097615,"score_spread":0.3350758757951323,"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."}}