{"id":"W4400691090","doi":"10.5489/cuaj.8807","title":"Factors predicting stone-free rates after retrograde intrarenal surgery for lower pole kidney stones","year":2024,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thunder Bay Regional Research Institute; NOSM University; Thunder Bay Regional Health Sciences Centre","funders":"","keywords":"Medicine; Kidney stones; Ureteroscopy; Surgery; Univariate analysis; Demographics; Urology; Multivariate analysis; Ureter; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004264375,0.0001913123,0.0002447965,0.0005526324,0.0002640525,0.0004589411,0.0003205781,0.0003994672,0.002028892],"category_scores_gemma":[0.003483936,0.0001201337,0.000489285,0.0004589057,0.0002232784,0.0003062317,0.0002714619,0.0003576135,0.0002306905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001588946,"about_ca_system_score_gemma":0.0003367007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00139145,"about_ca_topic_score_gemma":0.001904229,"domain_scores_codex":[0.9997182,0.00004849545,0.00004242796,0.00003721095,0.00007698569,0.00007663701],"domain_scores_gemma":[0.9975623,0.0005939514,0.001281977,0.00009518677,0.0001453173,0.0003213635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006859045,0.00001264018,0.9987947,0.000005104669,0.00001166079,0.0001226466,0.00001461529,0.00002474218,0.0001094708,0.00000298036,0.00002133263,0.0008115052],"study_design_scores_gemma":[0.000003537133,0.000106025,0.9982332,0.000005261916,0.0000206938,0.00118574,0.00007873797,0.0001366058,0.0001116744,0.000006910533,0.0001085795,0.000003040804],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994986,0.0002391093,0.00005878343,0.00001782178,0.000002947708,0.000002640457,0.00004790425,0.000002782783,0.0001294535],"genre_scores_gemma":[0.9997249,0.00006968935,0.00004188591,0.000006210922,0.000005524414,0.000001926494,0.0001008541,0.000001018079,0.00004787801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002028892,"threshold_uncertainty_score":0.0067873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02136096374590038,"score_gpt":0.2624110048103931,"score_spread":0.2410500410644927,"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."}}