{"id":"W1990736346","doi":"10.1007/s11894-014-0401-5","title":"Assessment of Competence in Pediatric Gastrointestinal Endoscopy","year":2014,"lang":"en","type":"review","venue":"Current Gastroenterology Reports","topic":"Innovations in Medical Education","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Endoscopy; Sedation; Intubation; Context (archaeology); Pediatric gastroenterology; General surgery; Intensive care medicine; Surgery; Pathology; Disease","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001250956,0.0004206228,0.002421191,0.0009967592,0.00002645316,0.000006722148,0.0001875515,0.000157557,0.00009101787],"category_scores_gemma":[0.001164763,0.00036326,0.0003429449,0.0005787353,0.0002268347,0.00003901294,0.0001198202,0.001307538,0.000008034967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002973388,"about_ca_system_score_gemma":0.0008970225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002699066,"about_ca_topic_score_gemma":0.000002166711,"domain_scores_codex":[0.9955196,0.0003244029,0.002501552,0.0006727087,0.0004694182,0.0005123488],"domain_scores_gemma":[0.9965752,0.000131259,0.002127762,0.0007877244,0.000267831,0.0001102395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000218388,0.001038732,0.8040658,0.03369113,0.0000416059,0.000379817,0.0000124941,0.000001564051,0.000001159042,0.00008047152,0.002140583,0.1585249],"study_design_scores_gemma":[0.001830196,0.002914093,0.2892123,0.06941175,0.003658118,0.05678594,0.00002428379,0.0001236887,3.755241e-7,0.00007398494,0.5754262,0.0005389972],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0123926,0.9755774,0.004770818,0.0001183911,0.004425739,0.002155562,0.000009140173,0.00006943755,0.0004808848],"genre_scores_gemma":[0.004410863,0.9787624,0.01497612,0.00006958264,0.000705834,0.0003358905,0.0006666728,0.0000529938,0.00001960517],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5732856,"threshold_uncertainty_score":0.9998819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03727561849386657,"score_gpt":0.4096789355499544,"score_spread":0.3724033170560878,"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."}}