{"id":"W4405375577","doi":"10.1111/iju.15651","title":"AQUABEAM robotic system use‐results survey: Aquablation for the treatment of lower urinary tract symptoms due to benign prostatic hyperplasia in the Japanese Population","year":2024,"lang":"en","type":"article","venue":"International Journal of Urology","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Lower urinary tract symptoms; Hyperplasia; Urology; Urinary system; Population; Prostate; 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":[0.001254904,0.0001188364,0.0002723167,0.0003708581,0.0000352606,0.00005507632,0.0001967715,0.00006826349,0.00001166782],"category_scores_gemma":[0.000293561,0.00006353712,0.0001422862,0.0002008813,0.00003791879,0.0001562104,0.0000133132,0.0001745299,0.000006202321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002197479,"about_ca_system_score_gemma":0.0001261536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004080448,"about_ca_topic_score_gemma":0.00006715777,"domain_scores_codex":[0.9982263,0.0003089959,0.0006423047,0.0001545008,0.0004983478,0.0001695491],"domain_scores_gemma":[0.9964702,0.002818528,0.000159498,0.0001480473,0.0003501884,0.00005356809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1571885,0.0209395,0.4025287,0.001253608,0.008516194,0.03042393,0.05438386,0.151827,0.002940007,0.006159477,0.003877217,0.159962],"study_design_scores_gemma":[0.003287437,0.02164867,0.928306,0.0002082198,0.000268273,0.0168041,0.000466013,0.0238944,0.00004092844,0.0001478406,0.004825101,0.0001030082],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899734,0.001059508,0.0006261196,0.006188044,0.0009550447,0.001040686,0.00009005902,0.00000802943,0.00005909254],"genre_scores_gemma":[0.9990874,0.0001145362,0.00008439906,0.00008993867,0.000300703,0.00005162529,0.00009304962,0.00001604803,0.0001622871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5257773,"threshold_uncertainty_score":0.2590968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0431955385658649,"score_gpt":0.3516014025077871,"score_spread":0.3084058639419222,"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."}}