{"id":"W3136527789","doi":"10.48083/hrls8587","title":"A Global Perspective of Stenting after Ureteroscopy: an Observational Multicenter Cohort Study","year":2021,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Ureteroscopy; Stent; Concomitant; Surgery; Cohort; Prospective cohort study; Internal medicine; Ureter","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003657214,0.0001880544,0.0003748662,0.00007309404,0.0001052578,0.00006390068,0.0001547545,0.00009296542,0.0008986245],"category_scores_gemma":[0.0005913572,0.0001587705,0.0002795376,0.0001506809,0.00007252386,0.0002785067,0.0001077872,0.0002878026,0.000006865142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00056657,"about_ca_system_score_gemma":0.0003721472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005077977,"about_ca_topic_score_gemma":0.00001363707,"domain_scores_codex":[0.9979212,0.000173241,0.0005302751,0.0003503451,0.0007765156,0.0002484677],"domain_scores_gemma":[0.9976193,0.00008118826,0.0003108644,0.0002264774,0.001576578,0.000185546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006286812,0.002254349,0.9940435,0.000008252173,0.001234834,0.000323353,0.0006157651,0.00002438881,0.0002040965,0.0002522253,0.00008733431,0.0003232802],"study_design_scores_gemma":[0.003937123,0.0006415442,0.9886933,0.00003751193,0.0003693244,0.0004404628,0.004069483,0.0002930831,0.0001053443,0.00111118,0.0001916306,0.0001100173],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941207,0.0003141582,0.0002628184,0.001633621,0.0006970758,0.0003479434,0.00007972148,0.00002563211,0.002518367],"genre_scores_gemma":[0.9957499,0.00003774922,0.001825092,0.001270658,0.0003494596,0.00003600503,0.00006455975,0.00001377655,0.00065279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005350146,"threshold_uncertainty_score":0.9839308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08245806895726222,"score_gpt":0.4075229065153195,"score_spread":0.3250648375580573,"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."}}