{"id":"W4388415572","doi":"10.1186/s12245-023-00559-0","title":"The HEARTS ECG workshop: a novel approach to resident and student ECG education","year":2023,"lang":"en","type":"article","venue":"International Journal of Emergency Medicine","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of British Columbia; University Health Network; Ontario Tobacco Research Unit; University of Toronto","funders":"","keywords":"Medicine; Curriculum; Medical education; Heart Rhythm; Cardiology; Psychology; Pedagogy","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":[],"consensus_categories":[],"category_scores_codex":[0.0009890761,0.0001056297,0.0002212229,0.0003988862,0.00009127016,0.00001462838,0.0002386564,0.00003359916,0.00007364064],"category_scores_gemma":[0.0008650644,0.00006307765,0.00009888063,0.0004176227,0.00003809587,0.0000645582,0.00006566456,0.0002108543,0.00001254918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008429476,"about_ca_system_score_gemma":0.0001137596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006469275,"about_ca_topic_score_gemma":0.00001191877,"domain_scores_codex":[0.9980325,0.00002993547,0.0006476123,0.0001426172,0.001000791,0.0001466079],"domain_scores_gemma":[0.9984693,0.0001106046,0.0002276785,0.000150706,0.0008256644,0.0002160286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0007655812,0.001255239,0.3272235,0.00009118081,0.002801466,0.00008751406,0.01069451,0.0008479169,0.01826955,0.001022538,0.517407,0.119534],"study_design_scores_gemma":[0.003431953,0.001023986,0.773479,0.002155297,0.0008442944,0.0006383604,0.03315544,0.004563217,0.0003864463,0.001026703,0.1789454,0.0003498699],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8958052,0.003042828,0.00354294,0.0822482,0.01205723,0.0002214623,0.000001998854,0.00002900299,0.003051066],"genre_scores_gemma":[0.9738418,0.004705079,0.0009733514,0.0003192937,0.005074462,0.00001438759,0.00001006225,0.00001789922,0.01504369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4462555,"threshold_uncertainty_score":0.2572232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07792916954486262,"score_gpt":0.4408473482476688,"score_spread":0.3629181787028062,"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."}}