{"id":"W4387241736","doi":"10.1007/s00345-023-04626-2","title":"Results from a global multicenter registry of 6193 patients to refine endoscopic anatomical enucleation of the prostate (REAP) by evaluating trends and outcomes and nuances of prostate enucleation in a real-world setting","year":2023,"lang":"en","type":"article","venue":"World Journal of Urology","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Enucleation; Lower urinary tract symptoms; International Prostate Symptom Score; Prostate; Concomitant; Urinary system; Surgery; Urology; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008848207,0.0001099958,0.0004330422,0.0003792315,0.00003246757,0.000007102971,0.00009513929,0.00004347592,0.000009233577],"category_scores_gemma":[0.0006617474,0.0000775516,0.00004979351,0.0006979131,0.0001416196,0.00008568105,0.0001078744,0.0002333643,3.031232e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005041501,"about_ca_system_score_gemma":0.00007057108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004506128,"about_ca_topic_score_gemma":0.0005266554,"domain_scores_codex":[0.998036,0.0002938278,0.0008990258,0.0001864434,0.0003814545,0.000203268],"domain_scores_gemma":[0.9984882,0.0003698232,0.0006838503,0.0001592556,0.0002202611,0.00007858631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005547308,0.000145224,0.9398499,0.00009372368,0.00007182275,0.00001119721,0.002076277,0.00003695057,0.00537351,0.00001115606,0.0004106887,0.0463723],"study_design_scores_gemma":[0.006368472,0.001486336,0.9895046,0.0002564846,0.00007054282,0.000005039435,0.000152233,0.0009236701,0.0007854226,0.0001422015,0.0002580835,0.00004689029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938238,0.0001962762,8.760575e-7,0.005158167,0.00006388431,0.000282957,0.000224268,0.000004449567,0.000245303],"genre_scores_gemma":[0.9989894,0.0002408033,0.0004264727,0.00007397262,0.00001912962,0.000003793391,0.00003515573,0.00001001341,0.0002012584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04965478,"threshold_uncertainty_score":0.3162462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02294271594079136,"score_gpt":0.3565490824868134,"score_spread":0.333606366546022,"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."}}