{"id":"W7117671923","doi":"10.2196/81365","title":"European Registry for Transperineal Laser Ablation of Prostate (TPLA) for Lower Urinary Tract Symptoms (LUTS) due to Benign Prostatic Obstruction (BPO): study protocol of a prospective multicenter trial. (Preprint)","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Lower urinary tract symptoms; Prostate; Prostate biopsy; Prospective cohort study; Bladder outlet obstruction; Benign prostatic hyperplasia (BPH); Protocol (science); Clinical trial","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01633523,0.001548518,0.002285899,0.0006370959,0.001172532,0.001996132,0.001440716,0.002103134,0.02080128],"category_scores_gemma":[0.02152485,0.001062255,0.00198484,0.001980073,0.0009127668,0.001655228,0.001480392,0.002045447,0.004873854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001018622,"about_ca_system_score_gemma":0.004128665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001230854,"about_ca_topic_score_gemma":0.002484165,"domain_scores_codex":[0.988297,0.008336875,0.001159824,0.001035159,0.0006840723,0.00048707],"domain_scores_gemma":[0.9896451,0.002556859,0.002780836,0.002452222,0.001355696,0.001209402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.9098828,0.003748541,0.02406817,0.004578119,0.004441795,0.0001164617,0.0002919474,0.0006320422,0.001361862,0.001980881,0.02670987,0.02218744],"study_design_scores_gemma":[0.8947861,0.01510104,0.06001816,0.001174922,0.003611843,0.0001768149,0.0001406668,0.0005089618,0.00102345,0.00102055,0.02233003,0.0001074528],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.4251743,0.009964192,0.01179783,0.005197851,0.002282266,0.3876399,0.1327664,0.0005894296,0.0245879],"genre_scores_gemma":[0.3340586,0.003256826,0.01849877,0.003132561,0.001241279,0.580673,0.05218384,0.0001612671,0.006793942],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.02080128,"threshold_uncertainty_score":0.08639002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09705706295299771,"score_gpt":0.508138887364889,"score_spread":0.4110818244118913,"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."}}