{"id":"W2028832375","doi":"10.1016/j.jss.2008.12.041","title":"Pediatric Urology Training: Performance-Based Assessment Using the Fundamentals of Laparoscopic Surgery","year":2009,"lang":"en","type":"article","venue":"Journal of Surgical Research","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; The Wilson Centre; University of Toronto","funders":"","keywords":"Medicine; Competence (human resources); Laparoscopy; Laparoscopic surgery; Test (biology); Significant difference; Physical therapy; Medical physics; Surgery; Psychology; Internal medicine","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":[0.005797724,0.00009940306,0.0005318191,0.0004952134,0.0001425559,0.00002545718,0.000138485,0.00009970128,0.0005902296],"category_scores_gemma":[0.0003755685,0.00005820958,0.0002624176,0.000784961,0.0001851821,0.00008500914,0.00002094022,0.0008918251,0.000002815743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001066711,"about_ca_system_score_gemma":0.0009525316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002314414,"about_ca_topic_score_gemma":1.285168e-7,"domain_scores_codex":[0.996838,0.0004389703,0.0007624842,0.0001219044,0.001426276,0.0004123063],"domain_scores_gemma":[0.9953311,0.003459601,0.0002709637,0.0001519832,0.0005301653,0.0002561795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00641733,0.002200464,0.8469232,0.0002493155,0.0002617359,0.002074002,0.0007221043,0.005459527,0.00290704,0.0009892083,0.0006061326,0.13119],"study_design_scores_gemma":[0.02070757,0.00772379,0.9012507,0.00039791,0.0003257215,0.001198994,0.001264307,0.03247188,0.001814624,0.0005485474,0.03196929,0.0003267018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935336,0.0004081345,0.00005221389,0.002895593,0.0001200894,0.0001328547,8.563325e-7,0.000005874811,0.002850861],"genre_scores_gemma":[0.9987989,0.0003368523,0.0002022751,0.0001780405,0.000443884,9.76107e-7,0.000001594119,0.000008473557,0.00002899291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1308632,"threshold_uncertainty_score":0.6462601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3033636419448387,"score_gpt":0.4806683395100729,"score_spread":0.1773046975652343,"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."}}