{"id":"W4406409505","doi":"10.20944/preprints202501.1001.v1","title":"A Novel Standard or Evolution in Treatment? A Systematic Review with Insights from Single-Center Experience on Robot-Assisted Urachal Excision and Partial Cystectomy for Urachal Pathologies","year":2025,"lang":"en","type":"review","venue":"Preprints.org","topic":"Urinary and Genital Oncology Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cystectomy; Single Center; Medicine; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01624771,0.001219069,0.00954078,0.009833922,0.0006928553,0.004400909,0.001969338,0.001957758,0.003747681],"category_scores_gemma":[0.05935874,0.0008685911,0.007684465,0.009199768,0.001170731,0.004592909,0.001702197,0.001469069,0.0002783338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005582138,"about_ca_system_score_gemma":0.01535451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004485026,"about_ca_topic_score_gemma":0.01352318,"domain_scores_codex":[0.9854032,0.005661174,0.005692371,0.0009834432,0.001939778,0.0003201389],"domain_scores_gemma":[0.9628692,0.02623822,0.006733307,0.0005672668,0.003218061,0.0003740072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004152349,0.00002331894,0.0005772014,0.9216825,0.008091887,0.00008583489,0.0003729673,0.0001276898,0.000176514,0.0005280597,0.001305745,0.06661311],"study_design_scores_gemma":[0.0002955378,0.0002182002,0.001541319,0.9431934,0.04032327,0.0002266345,0.0005319544,0.0001075042,0.0001093505,0.0004813417,0.01293206,0.00003950596],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001077805,0.9972419,0.0002219284,0.0005236174,0.0001572823,0.0003309686,0.0001622141,0.000006579033,0.0002777475],"genre_scores_gemma":[0.02148642,0.9746071,0.001363502,0.00111321,0.0001189509,0.0009782517,0.0002235374,0.000008983659,0.0001000523],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01624771,"threshold_uncertainty_score":0.08592713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2378089722514417,"score_gpt":0.4228154002211343,"score_spread":0.1850064279696925,"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."}}