{"id":"W4362704263","doi":"10.1016/j.urology.2023.03.033","title":"Quality Improvement of Surgical Team Communication of Required Percutaneous Nephrolithotomy Equipment","year":2023,"lang":"en","type":"article","venue":"Urology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Percutaneous nephrolithotomy; Operations management; Surgery; Percutaneous","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":[0.0117318,0.0002866936,0.00046228,0.00252818,0.001501553,0.002096376,0.00136415,0.0007304776,0.005933524],"category_scores_gemma":[0.08774215,0.0002910608,0.0007397555,0.002211123,0.000431801,0.001570412,0.00239371,0.001321847,0.0004737757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005827966,"about_ca_system_score_gemma":0.01371642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01656571,"about_ca_topic_score_gemma":0.0140867,"domain_scores_codex":[0.9760526,0.01229228,0.002868191,0.001417119,0.00553028,0.001839548],"domain_scores_gemma":[0.8787843,0.03442836,0.03026622,0.004220862,0.04139292,0.01090738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007554768,0.001499934,0.694199,0.0008096537,0.0002246435,0.0003136603,0.004410437,0.003612343,0.0007964182,0.0006359938,0.005952327,0.2867901],"study_design_scores_gemma":[0.0001090014,0.001898034,0.9682239,0.0006997591,0.0001949936,0.0005677692,0.007489721,0.01194586,0.001772809,0.0005194803,0.006495455,0.00008327083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688298,0.001613078,0.009670846,0.005904829,0.0003252629,0.0006224732,0.0009815778,0.0005509682,0.01150118],"genre_scores_gemma":[0.991335,0.0004406954,0.006415196,0.0003849837,0.00007880037,0.0001312762,0.0003940849,0.00003495145,0.0007850192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01656571,"threshold_uncertainty_score":0.06204444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05031111746342739,"score_gpt":0.3571863907777449,"score_spread":0.3068752733143176,"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."}}