{"id":"W2041477737","doi":"10.1038/nrurol.2014.6","title":"Urological laparoscopic training—practice makes perfect","year":2014,"lang":"en","type":"review","venue":"Nature Reviews Urology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Curriculum; Residency training; Training (meteorology); Medical education; Urology; General surgery; Medical physics; Continuing education","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002423277,0.0007884377,0.006491701,0.0002647551,0.000108023,0.00002971171,0.0003274088,0.003281946,0.00142675],"category_scores_gemma":[0.009262081,0.0004865625,0.001561618,0.0005882879,0.0001824156,0.00005767759,0.00008440957,0.005161886,0.001420157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006876468,"about_ca_system_score_gemma":0.0002597559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.16908e-7,"about_ca_topic_score_gemma":8.603033e-7,"domain_scores_codex":[0.9941764,0.002373181,0.001415016,0.001012846,0.0003546509,0.0006678666],"domain_scores_gemma":[0.9941326,0.003744906,0.0008581922,0.0007817322,0.0001223497,0.0003601743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005820919,0.0000780621,0.000007939389,0.006366118,0.0001607479,0.0001601918,0.00002659519,3.023445e-7,3.28335e-8,0.001667068,0.000956187,0.9905186],"study_design_scores_gemma":[0.001113972,0.0005674488,0.00001024911,0.00264343,0.004035179,0.002056833,0.000003144463,0.00001173929,1.789039e-8,0.00003580651,0.9891583,0.0003638873],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001861543,0.9503157,0.00003269514,0.0008072527,0.0008965501,0.001657677,0.000006642576,0.0001649032,0.04611676],"genre_scores_gemma":[0.0001891335,0.9813917,0.0005348024,0.01547284,0.001446476,0.0001852749,0.0002468585,0.00008539518,0.0004475043],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9901547,"threshold_uncertainty_score":0.9997586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09836814615273584,"score_gpt":0.4352046646055548,"score_spread":0.336836518452819,"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."}}