{"id":"W2944515161","doi":"10.1089/end.2019.0304","title":"<i>Editorial Comment on:</i> Impact of Case Volume on Shock Wave Lithotripsy Outcomes: Data from the National Shock Wave Lithotripsy Database of New Zealand by Alexander et al. (From: Alexander CE, Gowland S, Cadwallader J, et al. J Endourol 2019;33:655–659; DOI: 10.1089/end.2019.0122)","year":2019,"lang":"en","type":"letter","venue":"Journal of Endourology","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Extracorporeal shock wave lithotripsy; Medicine; Shock wave lithotripsy; Lithotripsy; Library science; Surgery; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.002062082,0.001595547,0.003634193,0.0006611923,0.0001512161,0.0001164675,0.001345456,0.001425233,0.006859507],"category_scores_gemma":[0.001417399,0.0009949401,0.001313274,0.0002856055,0.000307686,0.0004899972,0.000614117,0.00583424,0.0001506894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000522571,"about_ca_system_score_gemma":0.002505702,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006808238,"about_ca_topic_score_gemma":0.00008383024,"domain_scores_codex":[0.9893542,0.001590515,0.002940059,0.001523118,0.003375198,0.001216902],"domain_scores_gemma":[0.9858428,0.005993674,0.003783294,0.002643072,0.0009994149,0.0007377933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008149049,0.001566536,0.02014946,0.00004352673,0.007525767,0.003135204,0.0002643587,0.00003898644,0.0002950236,0.00000318314,0.9587399,0.00008903294],"study_design_scores_gemma":[0.02645485,0.005038962,0.008182206,0.0003911533,0.002593567,0.00445346,0.00003255851,0.0001395335,0.00005500455,0.00005085345,0.9519165,0.0006913674],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02552634,0.002795411,0.00008256147,0.8783183,0.01998009,0.002092649,0.07004566,0.00004283996,0.001116108],"genre_scores_gemma":[0.007116039,0.001973245,0.0007754715,0.9176009,0.03031251,0.00002598939,0.02702909,0.0003449435,0.01482179],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04301658,"threshold_uncertainty_score":0.9998711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06256465797938399,"score_gpt":0.3462702724896777,"score_spread":0.2837056145102937,"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."}}