{"id":"W2942360226","doi":"10.1097/01.ju.0000555975.72575.3b","title":"PD27-12 TOWARDS OPTIMIZING SIMULATION-BASED TRAINING FOR PERCUTANEOUS NEPHROLITHOTOMY: A PROSPECTIVE COMPARATIVE STUDY","year":2019,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Percutaneous nephrolithotomy; Training (meteorology); Simulation training; Percutaneous; Prospective cohort study; Urology; Surgery; Simulation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002776062,0.0005908014,0.0008990188,0.0006632629,0.0005532765,0.0006840964,0.0007622492,0.001335206,0.006666041],"category_scores_gemma":[0.003798862,0.000513846,0.00124533,0.0006283146,0.0005491716,0.0008433139,0.0008506609,0.001037691,0.001228951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007313389,"about_ca_system_score_gemma":0.001422609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000860391,"about_ca_topic_score_gemma":0.0008872895,"domain_scores_codex":[0.9985989,0.0005742507,0.0001677246,0.0001893012,0.0002574206,0.0002124409],"domain_scores_gemma":[0.997345,0.0007016692,0.0004959865,0.0002043834,0.0003898817,0.0008630357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1775535,0.4302936,0.19224,0.002810447,0.002155375,0.0006087899,0.003765574,0.002365905,0.005546228,0.0007964757,0.003464824,0.1783994],"study_design_scores_gemma":[0.02197799,0.7031158,0.2612734,0.0003444181,0.0007279816,0.0003877149,0.003157108,0.001745095,0.001599898,0.0001987877,0.005348507,0.000123188],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972619,0.0003004811,0.000314821,0.00006106711,0.00004042361,0.001202819,0.0001816877,0.000008302746,0.0006285522],"genre_scores_gemma":[0.9907886,0.0007094689,0.002441839,0.0001698965,0.00008195208,0.00411333,0.0005133637,0.000006551207,0.001174816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006666041,"threshold_uncertainty_score":0.02230012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07484182894297398,"score_gpt":0.3410778449081491,"score_spread":0.2662360159651751,"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."}}