{"id":"W2587069462","doi":"10.1002/9781119085713.ch25","title":"Evidence Base for Stenting","year":2017,"lang":"en","type":"other","venue":"","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Percutaneous nephrolithotomy; Ureteroscopy; Hydronephrosis; Stent; Ureter; General surgery; Ureteropelvic junction; Percutaneous; Lithotripsy; Surgery; Intensive care medicine; Urinary system; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01856139,0.001584909,0.004006884,0.008828442,0.001627351,0.007930739,0.003910163,0.006428721,0.03028479],"category_scores_gemma":[0.1467943,0.0009938328,0.006478741,0.005872296,0.002107433,0.004971327,0.002900785,0.008679604,0.005756465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00637596,"about_ca_system_score_gemma":0.01727344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005398475,"about_ca_topic_score_gemma":0.008591068,"domain_scores_codex":[0.9786042,0.00754887,0.00676595,0.001235061,0.005429787,0.0004161156],"domain_scores_gemma":[0.8521585,0.1127878,0.01092031,0.002890483,0.01935184,0.001890918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000656038,0.0001244674,0.001570142,0.2948882,0.005089119,0.0003726559,0.0003405399,0.0006582326,0.0002933372,0.02376684,0.06576556,0.6064749],"study_design_scores_gemma":[0.0002316112,0.0001599806,0.001759456,0.7045329,0.005587786,0.0004932714,0.0002668121,0.0001815958,0.0002018898,0.01711045,0.2694279,0.0000463965],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0004805044,0.9421788,0.001658201,0.03235573,0.005745507,0.0003512562,0.001185467,0.00004454018,0.01600001],"genre_scores_gemma":[0.01666316,0.9467104,0.007318582,0.02016192,0.005328235,0.0005813931,0.001468493,0.00005153087,0.001716262],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03028479,"threshold_uncertainty_score":0.1013127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1055138638186376,"score_gpt":0.3658767922422818,"score_spread":0.2603629284236442,"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."}}