{"id":"W4297540785","doi":"10.3390/jcm11195710","title":"Technique, Feasibility, Utility, Limitations, and Future Perspectives of a New Technique of Applying Direct In-Scope Suction to Improve Outcomes of Retrograde Intrarenal Surgery for Stones","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical Medicine","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Laser lithotripsy; Surgery; Lithotripsy; Suction; Kidney stones","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":[0.001688185,0.0003546581,0.0002517322,0.0006929857,0.0001869531,0.0006778813,0.0005151036,0.00034314,0.0007000397],"category_scores_gemma":[0.001828462,0.0001412048,0.0003712182,0.0002378425,0.0006062571,0.0005817123,0.0003313206,0.0004416519,0.0001866889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003664718,"about_ca_system_score_gemma":0.000521147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006469933,"about_ca_topic_score_gemma":0.0009578587,"domain_scores_codex":[0.9995074,0.0001438434,0.00005547075,0.00008383049,0.0001431701,0.00006619589],"domain_scores_gemma":[0.9991539,0.0002684818,0.0001909512,0.0001250657,0.0001394947,0.000122224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003039575,0.0007804831,0.2595231,0.0005370821,0.0001454989,0.002678169,0.0003140682,0.0005551883,0.04380309,0.0007813493,0.001429258,0.6864131],"study_design_scores_gemma":[0.0006009848,0.01753101,0.8098837,0.0003007057,0.0004826896,0.09773466,0.0008130204,0.007549492,0.03750304,0.001193722,0.02620898,0.0001981455],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9574575,0.0269432,0.009887019,0.001685675,0.0002538579,0.00005331274,0.00005332912,0.0001218832,0.0035442],"genre_scores_gemma":[0.9651951,0.009264669,0.02370459,0.0003572243,0.0006600232,0.00003739572,0.0000963828,0.00002392098,0.0006606517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001688185,"threshold_uncertainty_score":0.008928061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1104781988557067,"score_gpt":0.4294790730787384,"score_spread":0.3190008742230317,"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."}}