{"id":"W1964990874","doi":"10.1016/j.jsurg.2012.04.007","title":"Trends in Urology Resident Exposure to Minimally Invasive Surgery for Index Procedures: A Tale of Two Countries","year":2012,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pyeloplasty; Medicine; Prostatectomy; Nephrectomy; Adrenalectomy; Urology; Laparoscopy; General surgery; Index (typography); Surgery; Prostate cancer; Urinary system; Internal medicine; Kidney; Hydronephrosis; Cancer","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":[0.0008994387,0.0000923561,0.0004155334,0.0006097841,0.00002219934,0.000008731111,0.00004793545,0.00008635326,0.0003140343],"category_scores_gemma":[0.0009935824,0.00007271011,0.0001663371,0.000367307,0.00004076761,0.0001704919,0.000009770043,0.0001410535,0.000002514121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000806132,"about_ca_system_score_gemma":0.0008333708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001456304,"about_ca_topic_score_gemma":0.0000277205,"domain_scores_codex":[0.9986406,0.00006386676,0.0007201013,0.00009064293,0.0002767877,0.0002079769],"domain_scores_gemma":[0.9977037,0.001191458,0.0003648187,0.00007572749,0.0004187709,0.0002454856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005163772,0.001152242,0.9618639,0.0001842884,0.00007421321,0.00002510233,0.004327385,0.0003037081,0.0001984494,0.0007535978,0.003662321,0.02229107],"study_design_scores_gemma":[0.006382973,0.0009690374,0.9147583,0.000483284,0.0001165521,0.0005075553,0.002275388,0.00002987272,0.000768082,0.0003050581,0.07322989,0.0001740312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942201,0.000836997,0.00003576186,0.003704797,0.0004099846,0.0001541778,0.000002676801,0.000004325243,0.000631158],"genre_scores_gemma":[0.9983327,0.00006760124,0.0002295617,0.0005114022,0.0006015557,0.00001676808,0.00001267595,0.00001052751,0.0002172428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06956757,"threshold_uncertainty_score":0.3438455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03273212311382618,"score_gpt":0.3512187908213375,"score_spread":0.3184866677075113,"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."}}