{"id":"W4389945104","doi":"10.1161/circ.148.suppl_1.14425","title":"Abstract 14425: Independent Predictors of ECG Interpretation Proficiency in 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":"St. Thomas Hospital","funders":"","keywords":"Medicine; Bivariate analysis; Multivariate analysis; Test (biology); Health care; Multivariate statistics; Health professionals; Family medicine; Physical therapy; Internal 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":[0.0003675928,0.00006270975,0.0001586856,0.0003461215,0.00002989449,0.00000426784,0.0000346239,0.00008229585,0.00001452729],"category_scores_gemma":[0.000133503,0.00005648247,0.0000565958,0.0006115951,0.00001455072,0.00007922542,0.00001227096,0.0001267696,0.00002107286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008831639,"about_ca_system_score_gemma":0.00008654361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001098827,"about_ca_topic_score_gemma":0.00001203066,"domain_scores_codex":[0.9990342,0.0000334485,0.0003306446,0.0001605089,0.0003195805,0.0001215846],"domain_scores_gemma":[0.9995524,0.00004133671,0.0001242497,0.0001309449,0.0001052376,0.00004584315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002258463,0.00007068569,0.9839973,0.0002327706,0.00001424237,0.00000472934,0.000715346,0.0009381984,0.007615272,0.00003057379,0.0000209887,0.006337307],"study_design_scores_gemma":[0.0002641783,0.00002300705,0.9772727,0.0004041421,0.00001824511,0.00000104278,0.0003909428,0.02030847,0.001099462,0.0001707093,0.000004094154,0.0000430266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981745,0.00006904828,0.0001438804,0.0008459992,0.0002008196,0.000251617,0.000003098808,0.00006172191,0.0002493005],"genre_scores_gemma":[0.9996505,0.00001148516,0.00003823789,0.00002286154,0.0000703401,0.00002288572,0.0001085624,0.000008912362,0.00006624078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01937027,"threshold_uncertainty_score":0.2303288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02432877138512165,"score_gpt":0.3446853487375826,"score_spread":0.320356577352461,"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."}}