{"id":"W2079010244","doi":"10.1016/j.ultrasmedbio.2007.01.008","title":"Computer-Aided Diagnosis of Prostate Cancer with Emphasis on Ultrasound-Based Approaches: A Review","year":2007,"lang":"en","type":"review","venue":"Ultrasound in Medicine & Biology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Prostate cancer; Medicine; Prostate; Ultrasound; Radiology; Cancer; Elastography; Medical physics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008244853,0.0009967866,0.002115105,0.00342789,0.0001798837,0.0008534754,0.001379194,0.0009733374,0.003044433],"category_scores_gemma":[0.001384917,0.0003925865,0.000799605,0.003211919,0.0004599289,0.001402157,0.000601589,0.0008630641,0.001352361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003964983,"about_ca_system_score_gemma":0.001252272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002553855,"about_ca_topic_score_gemma":0.003656249,"domain_scores_codex":[0.9996821,0.00004875625,0.00006046862,0.00006160459,0.0001296921,0.00001751199],"domain_scores_gemma":[0.9990537,0.0005233194,0.0001154213,0.0000162352,0.0002487055,0.00004271251],"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":[0.00007359836,0.00008882297,0.0003907421,0.0250613,0.0002120612,0.0003170074,0.00004114819,0.0003832599,0.001327699,0.0005249392,0.01260343,0.9589759],"study_design_scores_gemma":[0.00009959143,0.0004306038,0.005914053,0.01710263,0.00168736,0.009242463,0.0002181181,0.0008430372,0.002058218,0.001393171,0.9608896,0.0001211418],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000132189,0.9991603,0.0002438058,0.00007476536,0.00007707698,0.000006651618,0.00001453077,0.000007056881,0.0002836673],"genre_scores_gemma":[0.0005647127,0.9986175,0.0004463549,0.00008874546,0.00009670286,0.00000463173,0.00002817288,0.000001119699,0.0001519909],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00342789,"threshold_uncertainty_score":0.01018465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1078154630037898,"score_gpt":0.387308020606172,"score_spread":0.2794925576023822,"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."}}