{"id":"W4413138107","doi":"10.1016/j.jpedsurg.2025.162534","title":"The impact of a pediatric surgery fundamentals boot camp on new surgical trainees' perceived knowledge and confidence levels","year":2025,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Montreal Children's Hospital","funders":"Fakulteit Geneeskunde en Gesondheidswetenskappe, Universiteit Stellenbosch; Fondation Mirella et Lino Saputo; Faculty of Medicine and Health, University of Sydney; McGill University; Microsoft","keywords":"Medicine; Perioperative; Preparedness; Otorhinolaryngology; Pediatric surgery; Boot camp; General surgery; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001892111,0.000178072,0.0001584136,0.0003368052,0.0003688404,0.0005527199,0.0003340476,0.0002661879,0.002889141],"category_scores_gemma":[0.006477312,0.0001215657,0.0002316933,0.0001442907,0.0003564051,0.0002869031,0.0009160584,0.0006562693,0.000244836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005207398,"about_ca_system_score_gemma":0.001011249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002051442,"about_ca_topic_score_gemma":0.003706709,"domain_scores_codex":[0.9989384,0.0002345845,0.00005243032,0.00006403363,0.0003587311,0.0003519174],"domain_scores_gemma":[0.9927428,0.001243643,0.001708508,0.0001169066,0.0006632949,0.003524865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002488531,0.001733384,0.9655175,0.00008360454,0.00003250137,0.0002419593,0.002567956,0.0002287029,0.001595939,0.00003524702,0.000911301,0.02680309],"study_design_scores_gemma":[0.000008872158,0.001178501,0.9953662,0.00002086528,0.000007975136,0.0001240665,0.002293115,0.0001691311,0.0002813709,0.00001090013,0.0005312445,0.000007694963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993857,0.000032807,0.00002398688,0.00005827952,0.000005425997,0.00001119508,0.00002232428,0.000001747526,0.0004583924],"genre_scores_gemma":[0.9994898,0.00005707702,0.0001436005,0.00003002709,0.000008934908,0.00002003269,0.00004352162,8.011228e-7,0.0002062344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002889141,"threshold_uncertainty_score":0.01000655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07004701999227064,"score_gpt":0.3586684856970983,"score_spread":0.2886214657048277,"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."}}