{"id":"W4409597596","doi":"10.2196/60087","title":"Cardiac Implantable Electronic Device Educational Application for Cardiac Anesthesiology Trainees: Tutorial on App Development","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anesthesiology; Preprint; Intersection (aeronautics); Medical education; Medicine; Engineering; Computer science; Anesthesia; World Wide Web; Transport engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003639836,0.0002021276,0.0002549726,0.0001950602,0.0001054854,0.0000201966,0.0002140001,0.0003069962,0.00006004612],"category_scores_gemma":[0.0001700344,0.0001981367,0.00007825006,0.000361267,0.00003967748,0.00006576656,0.00001129053,0.000267463,0.00006396788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004766595,"about_ca_system_score_gemma":0.002670015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001572196,"about_ca_topic_score_gemma":0.000003992849,"domain_scores_codex":[0.9986246,0.00002907418,0.0003495063,0.0003040233,0.0002823446,0.0004105009],"domain_scores_gemma":[0.9992164,0.0002340376,0.00003529829,0.000223845,0.00008719489,0.0002032465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008875946,0.0009342374,0.001294805,0.001694039,0.0002789613,8.398655e-8,0.001338821,0.0002525275,0.002756482,0.0609885,0.4019649,0.5284079],"study_design_scores_gemma":[0.0002857564,0.00004798321,0.0145104,0.0001397069,0.00003254271,0.000001879464,0.0001346764,0.001342924,0.001140483,0.001769414,0.9803224,0.0002718909],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9058242,0.004744316,0.02289057,0.01248775,0.03594404,0.004950734,0.00004948684,0.00142737,0.01168155],"genre_scores_gemma":[0.9818403,0.0001675087,0.001299958,0.000924524,0.003919708,0.008253368,0.001750048,0.00005366346,0.001790918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5783575,"threshold_uncertainty_score":0.8079778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003544929319304035,"score_gpt":0.2602330899455538,"score_spread":0.2566881606262497,"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."}}