{"id":"W7115815339","doi":"","title":"UNDERSTANDING THE CHALLENGES IN PEDIATRIC ENDOSCOPY TRAINING: PATHWAYS TOWARDS COMPETENCE","year":2025,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Canadian Association of Gastroenterology; Royal College of Physicians and Surgeons of Canada; McMaster University","keywords":"Competence (human resources); Psychological intervention; Qualitative research; Endoscopy; Pediatric gastroenterology; Judgement; MEDLINE","routes":{"ca_aff":false,"ca_fund":true,"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":[0.02625734,0.0004428249,0.0005590328,0.002570561,0.003981606,0.01290471,0.001870881,0.00374505,0.003921423],"category_scores_gemma":[0.0649935,0.0006904924,0.0008680749,0.00240766,0.01063878,0.01575974,0.01292169,0.006951635,0.0006244471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008557574,"about_ca_system_score_gemma":0.03756853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009124451,"about_ca_topic_score_gemma":0.01153617,"domain_scores_codex":[0.9768716,0.01431412,0.001802674,0.001447253,0.003646377,0.001918049],"domain_scores_gemma":[0.9384707,0.04367055,0.006375757,0.001115618,0.006838897,0.003528537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006710141,0.0001185016,0.03134713,0.009393937,0.00007026175,0.003131629,0.703908,0.0009094588,0.000780955,0.06556493,0.01132065,0.1733874],"study_design_scores_gemma":[0.00001732302,0.0001255264,0.02267261,0.02597767,0.00005248445,0.003150808,0.7379407,0.0006438761,0.0009116365,0.05060462,0.1578078,0.00009485705],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4212394,0.1018329,0.03887542,0.3105937,0.001238514,0.0008698992,0.0005059103,0.0001378637,0.1247064],"genre_scores_gemma":[0.9131808,0.05456621,0.02310775,0.006124724,0.0001443892,0.0004292929,0.0001748238,0.00004984,0.002222309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02625734,"threshold_uncertainty_score":0.1388637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1626577430004654,"score_gpt":0.2749109780651075,"score_spread":0.1122532350646421,"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."}}