{"id":"W2975973191","doi":"10.5489/cuaj.6076","title":"Techniques ‒ Ultrasound-guided percutaneous nephrolithotomy: How we do it","year":2019,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Western University; Queen's University","funders":"","keywords":"Percutaneous nephrolithotomy; Fluoroscopy; Medicine; Ultrasonography; Ultrasound; Percutaneous; Radiology; Medical physics; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004867718,0.0002264893,0.0004258715,0.0002186433,0.0002350415,0.0002122912,0.0001535418,0.0004291134,0.002269465],"category_scores_gemma":[0.0007583012,0.0001719075,0.0002489157,0.000212065,0.00002888513,0.0001282983,0.00001350292,0.0006975816,0.0003317599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001851699,"about_ca_system_score_gemma":0.0006840577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005194132,"about_ca_topic_score_gemma":0.00006142665,"domain_scores_codex":[0.9980695,0.0001549121,0.0003177418,0.0002874489,0.0004784583,0.0006919615],"domain_scores_gemma":[0.9978291,0.0001807286,0.0002565716,0.0002095806,0.0003156642,0.001208405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004907429,0.00007123403,0.8983212,0.000007631239,0.0002216403,0.0004461251,0.0002014077,0.000001755483,0.001267737,0.0001870889,0.09725888,0.001966289],"study_design_scores_gemma":[0.0008578989,0.0005904307,0.3031533,0.00003199794,0.0001562144,0.01525339,0.0001534597,0.00001857896,0.00008705653,0.0009367041,0.6785382,0.0002227219],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.774822,0.0003304852,0.00001886814,0.2066844,0.0004368996,0.0005783028,0.00005796365,0.0001020818,0.01696907],"genre_scores_gemma":[0.9708849,0.0003796342,0.0006935221,0.01904781,0.0004874454,0.000009572216,0.00002660835,0.00002546322,0.008445104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5951678,"threshold_uncertainty_score":0.9986426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01326136891081911,"score_gpt":0.2479666194539615,"score_spread":0.2347052505431424,"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."}}