{"id":"W4394817001","doi":"10.5114/pedm.2024.136280","title":"Importance of simulation-based medical education and its application in diabetology","year":2024,"lang":"en","type":"article","venue":"Pediatric Endocrinology Diabetes and Metabolism","topic":"Diabetes Management and Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diabetology; Pediatric endocrinology; Diabetes mellitus; Medicine; Internal medicine; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002760989,0.0001252273,0.0003611336,0.0006133955,0.0000263725,0.00001027567,0.00007149778,0.0001068293,0.00005704607],"category_scores_gemma":[0.0004866535,0.0001059346,0.00003979502,0.0004589118,0.00009773584,0.0000760598,0.00006601945,0.0002306277,0.000007131118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001212175,"about_ca_system_score_gemma":0.0002908996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006418975,"about_ca_topic_score_gemma":0.0000074369,"domain_scores_codex":[0.9987255,0.000055851,0.0003271198,0.0003429586,0.0002081088,0.0003404621],"domain_scores_gemma":[0.9991654,0.0004314033,0.00005522511,0.0001403412,0.00007253701,0.0001350648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001115665,0.0002036778,0.8662541,0.001036038,0.00004150669,0.000009396767,0.00004942154,0.00005173885,0.0001994786,0.01115623,0.00009556667,0.1208917],"study_design_scores_gemma":[0.001397219,0.00009456865,0.8709472,0.00006097308,0.000336388,0.000002052581,0.00002616163,0.1139501,0.0003427812,0.002298737,0.01036093,0.0001828972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9279923,0.06874565,0.000058884,0.002179006,0.0002101498,0.0003903089,0.00000399923,0.00004229164,0.0003773508],"genre_scores_gemma":[0.9961396,0.002730163,0.0001272241,0.000391867,0.0002789747,0.0001209185,0.00003312768,0.00001502444,0.0001631122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1207088,"threshold_uncertainty_score":0.4319886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01048318327633909,"score_gpt":0.3116464091513335,"score_spread":0.3011632258749944,"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."}}