{"id":"W4388567525","doi":"10.1007/978-3-031-40542-6_26","title":"Outpatient Percutaneous Nephrolithotomy","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Percutaneous nephrolithotomy; Medicine; Gold standard (test); General surgery; Sepsis; Intensive care medicine; Surgery; Percutaneous; 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":[0.0001550232,0.0005158301,0.0005236688,0.0004423662,0.000746477,0.0007042969,0.0006254719,0.0007662471,0.09023017],"category_scores_gemma":[0.0004455305,0.0002128179,0.0004607192,0.0003686042,0.0002169164,0.0006317279,0.0008006648,0.001782527,0.0233692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002787747,"about_ca_system_score_gemma":0.0006010022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007160474,"about_ca_topic_score_gemma":0.003230577,"domain_scores_codex":[0.9998494,0.00001745198,0.000007325437,0.00002848684,0.00006823551,0.00002909827],"domain_scores_gemma":[0.9998482,0.00003839528,0.00001285547,0.00002121013,0.00001747907,0.00006173824],"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":[0.0001710308,0.0004901465,0.002504664,0.0003450737,0.00002209173,0.004976848,0.0002163091,0.0002602325,0.005826568,0.008889033,0.3363249,0.6399732],"study_design_scores_gemma":[0.00004059062,0.0002483058,0.01281424,0.0002785428,0.00001981276,0.03402357,0.0001482498,0.0004999714,0.001526162,0.005147523,0.9452304,0.00002262865],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01373665,0.01406846,0.0149387,0.006224263,0.00292101,0.00008598121,0.000714445,0.001829933,0.9454806],"genre_scores_gemma":[0.05904243,0.0126708,0.01319483,0.005261834,0.003760553,0.00009297841,0.001345819,0.0004993528,0.9041314],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09023017,"threshold_uncertainty_score":0.30185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03146912877080603,"score_gpt":0.2681808670025556,"score_spread":0.2367117382317495,"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."}}