{"id":"W4311927821","doi":"10.1007/s00345-022-04260-4","title":"Functional outcomes of GreenLight 180-W photoselective vaporization in patients with large (≥ 80 cc) prostates: an analysis of over 3000 men in the Global Greenlight Group (GGG) database","year":2022,"lang":"en","type":"article","venue":"World Journal of Urology","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; Université de Montréal; McGill University; University of Toronto","funders":"","keywords":"Medicine; Prostate; Urology; Transurethral resection of the prostate; Prostate cancer; Nephrology; Hyperplasia; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003571587,0.0002575687,0.0005945618,0.0007269862,0.000222261,0.0006257158,0.0004234215,0.0003789669,0.001065768],"category_scores_gemma":[0.001147359,0.0001616788,0.001391136,0.001709769,0.0002464419,0.0006268505,0.0005924773,0.0004593197,0.0001595478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004674956,"about_ca_system_score_gemma":0.0003204039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005479535,"about_ca_topic_score_gemma":0.009092033,"domain_scores_codex":[0.9996282,0.00006280678,0.00005164074,0.000107769,0.00007860295,0.00007092014],"domain_scores_gemma":[0.999158,0.0001708305,0.0004057444,0.00005927192,0.00006471876,0.0001414772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001093108,0.00006199603,0.9909906,0.000137585,0.0009309787,0.00008699833,0.00005940317,0.0002366324,0.0001537409,0.00004519155,0.0008194968,0.005384183],"study_design_scores_gemma":[0.00004373899,0.0001429756,0.9985953,0.00002276121,0.0002622063,0.000162558,0.0001670373,0.0001848384,0.00004238136,0.00002840345,0.0003385664,0.000009296375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929813,0.002744041,0.00007196853,0.00008253083,0.00001072086,0.00001179259,0.003545094,0.00000622826,0.0005461975],"genre_scores_gemma":[0.9942406,0.0009653797,0.00005004201,0.00008867076,0.00002440272,0.0000123352,0.00445631,0.000005012557,0.0001572068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005479535,"threshold_uncertainty_score":0.01089531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01184447318741452,"score_gpt":0.2837949036156242,"score_spread":0.2719504304282097,"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."}}