{"id":"W7117469706","doi":"10.2196/85967","title":"Use of 3D-Printed Models and Augmented Reality in Medical Student Education of Congenital Heart Disease: Randomized Controlled Trial","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"School of Medicine, Case Western Reserve University; Case Western Reserve University","keywords":"Randomized controlled trial; Augmented reality; MEDLINE; Heart disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.005210085,0.00140573,0.005014011,0.0009173654,0.0007612025,0.001525192,0.001620533,0.003850534,0.009384931],"category_scores_gemma":[0.008136414,0.001051995,0.002849018,0.0009426824,0.001845191,0.001546791,0.0007827418,0.002832193,0.0009358316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009933785,"about_ca_system_score_gemma":0.002394491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001411882,"about_ca_topic_score_gemma":0.001838885,"domain_scores_codex":[0.9951586,0.002799583,0.0005285859,0.0007033312,0.0004258412,0.0003840076],"domain_scores_gemma":[0.9928168,0.003672238,0.001453686,0.0005170447,0.0004551612,0.001084996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9762998,0.01346964,0.0005604803,0.0007344746,0.0006945117,0.00001771515,0.00005236711,0.00007124209,0.0003642052,0.00003531067,0.0001325096,0.007567837],"study_design_scores_gemma":[0.854539,0.1419621,0.001750441,0.00009622033,0.0008382389,0.0000112038,0.00004839023,0.0002279918,0.0002397464,0.00004589117,0.000225528,0.00001528248],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788093,0.00572673,0.0007787135,0.0004927696,0.00116479,0.01096598,0.0006505451,0.0001241547,0.001287043],"genre_scores_gemma":[0.9690562,0.003774496,0.003009676,0.0007225121,0.001026912,0.01977642,0.0003689739,0.0000179552,0.002246893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009384931,"threshold_uncertainty_score":0.03139573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01176610915526079,"score_gpt":0.347486197617465,"score_spread":0.3357200884622042,"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."}}