{"id":"W2290563936","doi":"10.1016/j.eururo.2016.02.036","title":"Exploratory Decision-Tree Modeling of Data from the Randomized REACTT Trial of Tadalafil Versus Placebo to Predict Recovery of Erectile Function After Bilateral Nerve-Sparing Radical Prostatectomy","year":2016,"lang":"en","type":"article","venue":"European Urology","topic":"Sexual function and dysfunction studies","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"National Cancer Institute","keywords":"Tadalafil; Medicine; Prostatectomy; Placebo; Erectile dysfunction; Randomization; International Prostate Symptom Score; Population; Sexual function; Randomized controlled trial; Urology; Prostate; Surgery; Internal medicine; Lower urinary tract symptoms","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":[0.001934467,0.0001881399,0.0007638101,0.0001637084,0.00004599462,0.000006305288,0.0002167619,0.0000755842,0.0003113025],"category_scores_gemma":[0.003774798,0.0001026982,0.0001504831,0.0001817041,0.0002370567,0.0001766618,0.0003578107,0.0001766239,0.00006189863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002377341,"about_ca_system_score_gemma":0.00008283078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005716702,"about_ca_topic_score_gemma":0.00002751098,"domain_scores_codex":[0.9971774,0.0008763011,0.0009286218,0.000467338,0.0003496346,0.0002006717],"domain_scores_gemma":[0.9953826,0.003144227,0.0002951768,0.0008755419,0.0002024017,0.0001000537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9824328,0.000137853,0.0008218815,0.00001173306,0.0004602821,0.00001204325,0.0002783407,0.0002514946,0.002471335,0.00001081742,0.003533078,0.009578318],"study_design_scores_gemma":[0.9704697,0.006050718,0.005134203,0.0002139132,0.001087293,0.00001348882,0.0003600373,0.003644979,0.0004903587,0.0001508675,0.01214489,0.0002396285],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9560021,0.0002967309,0.03700683,0.0003981368,0.002808762,0.001016004,0.0000946056,0.00005630782,0.002320485],"genre_scores_gemma":[0.9982908,0.00009980985,0.0004586289,0.0002816772,0.0005492851,0.0000444254,0.00004380435,0.00003712732,0.000194422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04228869,"threshold_uncertainty_score":0.4519058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07418585838898836,"score_gpt":0.2897129169051222,"score_spread":0.2155270585161339,"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."}}