{"id":"W4206378380","doi":"10.1089/end.2021.0957","title":"<i>Editorial Comment</i> on “Cavitation Plays a Vital Role in Stone Dusting During Short Pulse Holmium:YAG Laser Lithotripsy” by Chen et al.","year":2022,"lang":"en","type":"letter","venue":"Journal of Endourology","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Library science; Columbia university; Media studies; Sociology; 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"],"consensus_categories":[],"category_scores_codex":[0.0008533905,0.0005018178,0.001240971,0.0006889576,0.000127714,0.00003873547,0.0002784786,0.0006912518,0.0003046962],"category_scores_gemma":[0.0004078385,0.0004468152,0.000380133,0.0002251513,0.00006127962,0.0001760138,0.0001221569,0.005827598,0.00001289741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005667651,"about_ca_system_score_gemma":0.0002340597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000147764,"about_ca_topic_score_gemma":0.000004121731,"domain_scores_codex":[0.9960656,0.0005389678,0.001139084,0.000482326,0.001107106,0.0006669176],"domain_scores_gemma":[0.9979477,0.0005141567,0.0008117596,0.0003365414,0.0001681993,0.0002216343],"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":[0.003683157,0.0006851988,0.008597635,0.00005265635,0.0004680456,0.004251498,0.0003202372,0.0000778797,0.003069215,0.000002035736,0.9786869,0.0001055151],"study_design_scores_gemma":[0.00903169,0.003815703,0.002323338,0.0001275826,0.0004773245,0.001985115,0.00008831721,0.00001218285,0.0005391127,0.00002836092,0.9812717,0.0002996086],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.268732,0.0004401245,0.000004269523,0.7080718,0.02109442,0.0005286881,0.00023626,0.00002826563,0.0008640991],"genre_scores_gemma":[0.1003487,0.0002106551,0.0001465416,0.8534518,0.04433615,0.00007365656,0.0007853638,0.0001602656,0.0004868183],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1683833,"threshold_uncertainty_score":0.9997984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01323565787018309,"score_gpt":0.2839913514429176,"score_spread":0.2707556935727345,"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."}}