{"id":"W4389940629","doi":"10.1161/circ.148.suppl_1.13990","title":"Abstract 13990: ECG Interpretation Proficiency of Healthcare Professionals","year":2023,"lang":"en","type":"article","venue":"Circulation","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Confidence interval; Psychological intervention; Health professionals; Family medicine; Clinical Practice; Internal medicine; Primary care; Health care; Physical therapy; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003551125,0.0003013446,0.0002658777,0.0006884421,0.0002524795,0.0006613567,0.0003341187,0.0004720333,0.007773854],"category_scores_gemma":[0.02183506,0.0001306027,0.000290403,0.0005733796,0.0003106351,0.0005528371,0.0009007208,0.000425766,0.001978313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003756149,"about_ca_system_score_gemma":0.0006639425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0012364,"about_ca_topic_score_gemma":0.0009580622,"domain_scores_codex":[0.9972307,0.0007035748,0.0003667186,0.0003237646,0.001093928,0.0002813361],"domain_scores_gemma":[0.9825388,0.006974802,0.004566371,0.0005006175,0.004092094,0.001327275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004455315,0.0002386393,0.9692127,0.0001619385,0.00005714565,0.00008226147,0.0009011251,0.0001443753,0.001207302,0.00004929896,0.002992088,0.02450765],"study_design_scores_gemma":[0.00001245348,0.000387509,0.9971942,0.00003894071,0.00001251275,0.000175502,0.0004000715,0.000276959,0.0005207541,0.00004595641,0.0009285461,0.000006590613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925596,0.0002335821,0.0005506205,0.0003820827,0.00003635688,0.00006574697,0.001277697,0.00004718851,0.004847244],"genre_scores_gemma":[0.9981406,0.00007343994,0.0006303149,0.00006202349,0.00002053224,0.00005430098,0.0005365994,0.000008426432,0.0004736699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007773854,"threshold_uncertainty_score":0.0260061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03432567158120475,"score_gpt":0.3720432870054216,"score_spread":0.3377176154242169,"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."}}