{"id":"W4389944230","doi":"10.1161/circ.148.suppl_1.14455","title":"Abstract 14455: Impact of Computer-Interpreted ECGs on the Accuracy of Medical 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":"Northlands College; St. Thomas Hospital","funders":"","keywords":"Medicine; Interpretation (philosophy); Health professionals; Confidence interval; Clinical Practice; Primary care; Health care; Internal medicine; Family medicine","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":[0.0004970603,0.00006379173,0.0001860875,0.0001185692,0.0000317936,0.000004295734,0.00008159847,0.00007959824,0.0002407033],"category_scores_gemma":[0.0005679036,0.00003702757,0.0001809071,0.0003362202,0.00003284525,0.00002969963,0.00002150471,0.0001331,0.00002945855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003160275,"about_ca_system_score_gemma":0.00009773729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000832442,"about_ca_topic_score_gemma":6.236755e-7,"domain_scores_codex":[0.9989614,0.00004153183,0.000274383,0.0001011114,0.000532896,0.00008871432],"domain_scores_gemma":[0.9989251,0.000547222,0.0001667371,0.000208438,0.00009853835,0.00005395779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001516315,0.0004262502,0.8675482,0.0003321981,0.000687073,0.00002417115,0.001550344,0.003975735,0.04485628,0.0003152635,0.004773321,0.0753595],"study_design_scores_gemma":[0.0002324073,0.00004708582,0.9140351,0.0006691664,0.00003491599,0.000001890046,0.00006367855,0.0832578,0.001544772,0.00007371123,0.000007745369,0.00003166912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979556,0.00001551762,0.0002492927,0.001312462,0.0001164391,0.000110893,0.000004749842,0.00003564809,0.0001994088],"genre_scores_gemma":[0.9996741,0.000009441023,0.00001973525,0.00003891406,0.0001855129,0.000003664471,0.00004203608,0.000007463212,0.00001907953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07928207,"threshold_uncertainty_score":0.2635532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04734801537411855,"score_gpt":0.3953486807558667,"score_spread":0.3480006653817482,"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."}}