{"id":"W4402540206","doi":"10.1089/end.2024.0280","title":"Prostate MRI Transitional Zone Volume Predicts BPH Enucleation Volume Better than Alternative Modalities","year":2024,"lang":"en","type":"article","venue":"Journal of Endourology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Enucleation; Prostate; Hyperplasia; Urology; Magnetic resonance imaging; Volume (thermodynamics); Modalities; Radiology; Pathology; Internal medicine; Surgery; Cancer","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":[0.001096173,0.0003845807,0.0003220227,0.0007787807,0.0001441159,0.0005870252,0.0003111232,0.00025147,0.002020871],"category_scores_gemma":[0.006241318,0.0001391419,0.0004801977,0.0004123405,0.0002767929,0.0005237752,0.0004147546,0.0003303435,0.0004038627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001819449,"about_ca_system_score_gemma":0.0002486354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008867266,"about_ca_topic_score_gemma":0.001717798,"domain_scores_codex":[0.9996088,0.0001083321,0.00004357639,0.00006552555,0.0001394322,0.00003428436],"domain_scores_gemma":[0.9955776,0.001597127,0.00189543,0.0001854303,0.0004073693,0.000337065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001520435,0.00001175804,0.992093,0.00003479874,0.0000781321,0.00005049516,0.00001950557,0.0002054273,0.0003260311,0.00001502411,0.00008432656,0.00692936],"study_design_scores_gemma":[0.000009325643,0.000268346,0.9946643,0.0000536881,0.000128503,0.001670443,0.00006863356,0.001640308,0.0008051218,0.00008612691,0.0005960712,0.000009154833],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913788,0.004890368,0.001719985,0.0001321124,0.00003696634,0.00001328371,0.0003138102,0.00005360279,0.001461106],"genre_scores_gemma":[0.9983709,0.0004558535,0.0007368622,0.00001866632,0.00003353017,0.000003861333,0.0002169151,0.000007325761,0.0001560582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002020871,"threshold_uncertainty_score":0.006760478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01282702240862435,"score_gpt":0.2608441765537678,"score_spread":0.2480171541451434,"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."}}