{"id":"W3123571733","doi":"10.22374/jeleu.v4i1.103","title":"Comparative Evaluation of Outcomes After Standard versus “Modified Large PCNL”- Is Larger Better…?","year":2021,"lang":"en","type":"article","venue":"Journal of Endoluminal Endourology","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Percutaneous nephrolithotomy; Surgery; Renal function; Retrospective cohort study; Group B; Renal stone; Percutaneous; Urology; Internal medicine; Urinary system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002183906,0.0002180162,0.00085176,0.0008437358,0.0001898835,0.0006184811,0.0003106173,0.0003712373,0.001634959],"category_scores_gemma":[0.006799844,0.00009353873,0.0006871393,0.0005488074,0.0006183182,0.001087513,0.0005293218,0.0003312641,0.0002036449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003741149,"about_ca_system_score_gemma":0.000307045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002319977,"about_ca_topic_score_gemma":0.0004418546,"domain_scores_codex":[0.998578,0.0004001944,0.0002067762,0.0002709752,0.000411284,0.0001328529],"domain_scores_gemma":[0.9927274,0.002751764,0.002656933,0.0004737105,0.0004358789,0.0009544275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04618026,0.001468876,0.8122528,0.0006315372,0.00111633,0.0008228016,0.0002862328,0.001497813,0.006694043,0.0002426565,0.0004166047,0.12839],"study_design_scores_gemma":[0.0009209117,0.04374487,0.9441412,0.00007092585,0.0008148351,0.00316733,0.0005781778,0.0022267,0.002792641,0.0003320161,0.00115338,0.00005694059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983481,0.0007580764,0.0003166616,0.00004533954,0.0000173832,0.00002267703,0.00008031611,0.0000063938,0.0004050109],"genre_scores_gemma":[0.9990594,0.0001339426,0.0003819232,0.00003276371,0.00007671266,0.00001327136,0.00022285,0.000003344366,0.00007583535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002183906,"threshold_uncertainty_score":0.01154971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07184602473852841,"score_gpt":0.386445405725356,"score_spread":0.3145993809868276,"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."}}