{"id":"W1978235055","doi":"10.1089/end.2011.0204","title":"Factors Determining Fluoroscopy Time During Ureteroscopy","year":2011,"lang":"en","type":"article","venue":"Journal of Endourology","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Fondation de l'Hôpital Général de Montréal","keywords":"Medicine; Ureteroscopy; Fluoroscopy; Nomogram; Univariate analysis; Cohort; Surgery; Lithotripsy; Multivariate analysis; Kidney stones; Laser lithotripsy; Radiology; Ureter; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000116151,0.0001644931,0.000488925,0.0002020285,0.00005564304,0.000005933019,0.0001103147,0.0001182575,0.0006735429],"category_scores_gemma":[0.0001210594,0.0001121624,0.0002057664,0.00006581806,0.00005793581,0.0001095793,0.0000315571,0.0002736776,0.00003889037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004189927,"about_ca_system_score_gemma":0.00007454465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000450464,"about_ca_topic_score_gemma":1.66266e-7,"domain_scores_codex":[0.9989224,0.00005247328,0.0004398692,0.0001288222,0.0001681958,0.0002882282],"domain_scores_gemma":[0.9990701,0.0000467336,0.0003499112,0.0001657722,0.00009151522,0.000275931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009165557,0.0002294061,0.9126322,0.00001765618,0.0002890411,0.0006191314,0.001014827,6.111926e-7,0.08386747,0.0000111098,0.00016176,0.0002402439],"study_design_scores_gemma":[0.003233551,0.002925362,0.8921087,0.00004142747,0.0003135899,0.002418847,0.0000593831,0.00001334528,0.09836507,0.00007189006,0.0003502725,0.00009857888],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971983,0.0001569168,0.00002851269,0.00009537701,0.0004090653,0.00007438559,0.000002523168,0.00001800166,0.002016922],"genre_scores_gemma":[0.9970046,0.00001899629,0.002165429,0.0003103826,0.0001804303,0.000001229073,0.000001237846,0.00002520491,0.000292433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02052351,"threshold_uncertainty_score":0.7374822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05678708090629642,"score_gpt":0.2809313534921872,"score_spread":0.2241442725858908,"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."}}