{"id":"W2900548820","doi":"10.1089/end.2018.0626","title":"Pilot Assessment of Immersive Virtual Reality Renal Models as an Educational and Preoperative Planning Tool for Percutaneous Nephrolithotomy","year":2018,"lang":"en","type":"article","venue":"Journal of Endourology","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Percutaneous nephrolithotomy; Retrospective cohort study; Percutaneous; Surgery; Urology","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":[0.0003524121,0.0001433187,0.0004476208,0.0001360724,0.00009682634,0.00001061691,0.00007935972,0.00006843247,0.00009195292],"category_scores_gemma":[0.0001713818,0.0001084738,0.00009134453,0.00004866038,0.000194508,0.0001825092,0.00002665438,0.000195134,6.474326e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007200485,"about_ca_system_score_gemma":0.0006995915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004665346,"about_ca_topic_score_gemma":0.000003107203,"domain_scores_codex":[0.9987837,0.0001256664,0.0004791376,0.000188169,0.0002171908,0.0002061153],"domain_scores_gemma":[0.9983413,0.000287209,0.0003981151,0.000138582,0.000630459,0.0002044009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08658952,0.01252583,0.4269799,0.0003362645,0.008554295,0.001456234,0.03051053,0.00381799,0.3159261,0.09629717,0.01149245,0.005513702],"study_design_scores_gemma":[0.02229656,0.1930996,0.6658667,0.0002868286,0.002405296,0.06257524,0.002358265,0.02059432,0.005548913,0.02180102,0.00260348,0.0005638201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930117,0.0001055865,0.002994668,0.002266853,0.0002046706,0.0003428792,0.00003986501,0.000002990792,0.001030756],"genre_scores_gemma":[0.9912422,0.00002339176,0.006892875,0.001067636,0.0005788304,0.00001052577,0.00001896366,0.00001458881,0.0001510403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3103772,"threshold_uncertainty_score":0.4423433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04902604759427835,"score_gpt":0.3827610599051857,"score_spread":0.3337350123109074,"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."}}