{"id":"W4409421289","doi":"10.21203/rs.3.rs-6239131/v1","title":"Safety and Efficacy of Aquablation in Men 80 Years or Older: An analysis of the International Collaborative Aquablation Research Urology Society (ICARUS) Real-World database","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Sexual function and dysfunction studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Université de Montréal; McGill University","funders":"","keywords":"ICARUS; Medicine; Database; Urology; Computer science; Physics","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":[0.005606317,0.0001759932,0.0006951472,0.002229628,0.0001913893,0.00003674643,0.0003006641,0.0002634643,0.0004293516],"category_scores_gemma":[0.002614009,0.0001318113,0.0001680607,0.005790678,0.0005898196,0.0001059886,0.001209792,0.001392822,0.000002774366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005332954,"about_ca_system_score_gemma":0.00125832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004022155,"about_ca_topic_score_gemma":0.006135963,"domain_scores_codex":[0.9947999,0.001574893,0.0007434546,0.0006998512,0.001858291,0.0003236662],"domain_scores_gemma":[0.993406,0.002704718,0.0002385776,0.0008419881,0.002701334,0.0001073909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01939289,0.001980408,0.8963413,0.001596164,0.006419603,0.00002155391,0.0226804,0.0103847,0.002042605,0.006934453,0.01971536,0.01249062],"study_design_scores_gemma":[0.002097362,0.0003190966,0.9561173,0.000345578,0.0003304944,5.239759e-7,0.008691001,0.02679368,0.0001538166,0.00008632548,0.004965285,0.00009954112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.963222,0.0009661348,0.0005987837,0.007467984,0.0005417936,0.004634453,0.001755048,0.00006389392,0.02074994],"genre_scores_gemma":[0.9884342,0.003351682,0.0002781344,0.00007244732,0.0001415904,0.0001064328,0.001291713,0.00001746192,0.00630635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05977605,"threshold_uncertainty_score":0.6080322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1119724665233705,"score_gpt":0.4694847364887831,"score_spread":0.3575122699654126,"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."}}