{"id":"W2026066657","doi":"10.1089/08927790360587351","title":"Effect of Lithotripsy on Holmium:YAG Optical Beam Profile","year":2003,"lang":"en","type":"article","venue":"Journal of Endourology","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Optics; Holmium; Ablation; Beam (structure); Materials science; Optical fiber; Lithotripsy; M squared; Laser; Gaussian beam; Laser lithotripsy; Fiber; Beam diameter; Composite material; Medicine; Laser beams; Physics; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0006669695,0.0001552803,0.0006648074,0.0001973935,0.0000262985,0.000003797212,0.00007861003,0.0001489282,0.0002656011],"category_scores_gemma":[0.001082367,0.0000972989,0.000267473,0.000114345,0.00008204726,0.00003660339,0.00001157706,0.000386728,0.00003218186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003894235,"about_ca_system_score_gemma":0.0001200851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001759542,"about_ca_topic_score_gemma":7.094273e-8,"domain_scores_codex":[0.9986467,0.0002132016,0.000477142,0.0001328104,0.0002774677,0.0002526552],"domain_scores_gemma":[0.998696,0.0004082801,0.0003165543,0.000199424,0.0001315113,0.00024821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.03676981,0.006264384,0.803835,0.0005653805,0.002800353,0.00532591,0.0004330392,0.0000982617,0.09356151,0.00776168,0.0155094,0.02707522],"study_design_scores_gemma":[0.03405422,0.1231537,0.179842,0.0002189299,0.002039254,0.0159541,0.00004095475,0.00002704982,0.6054469,0.0003167258,0.03861891,0.00028726],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861952,0.0003759252,0.00003305606,0.0007725513,0.0004439404,0.0002097654,0.000003848948,0.0000070638,0.01195866],"genre_scores_gemma":[0.9979478,0.00004845069,0.0008888119,0.0005394849,0.0001703817,0.000004397217,0.000001891844,0.00001846047,0.0003803227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.623993,"threshold_uncertainty_score":0.3967734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009564070631939434,"score_gpt":0.3021878757380093,"score_spread":0.2926238051060698,"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."}}