{"id":"W2999907847","doi":"10.1093/ehjci/jez319.592","title":"P959 Handheld echocardiography in a real world scenario: concordances compared to standard echo reports","year":2020,"lang":"en","type":"article","venue":"European Heart Journal - Cardiovascular Imaging","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Ventricle; Cardiology; Internal medicine; Color doppler; Hemodynamics; Doppler echocardiography; Radiology; Blood pressure; Diastole","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00329597,0.0004221924,0.001489154,0.0007041166,0.0002636426,0.0004142203,0.0001837375,0.00002802187,0.00003186576],"category_scores_gemma":[0.0009558625,0.0004111642,0.00243747,0.001469012,0.0001285328,0.000266429,0.0001871419,0.001170262,0.0001236634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002140582,"about_ca_system_score_gemma":0.0002380048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001866961,"about_ca_topic_score_gemma":0.000008858079,"domain_scores_codex":[0.9953526,0.0007915597,0.001012553,0.000760477,0.001312668,0.0007701044],"domain_scores_gemma":[0.9973552,0.0001397912,0.0001605546,0.0008055062,0.0003943983,0.001144568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003261697,0.00004057723,0.8918827,0.0000800478,0.000951045,0.03508569,0.001063752,0.004669438,0.0004521594,0.000001754412,0.05694367,0.008503066],"study_design_scores_gemma":[0.003457984,0.0001492754,0.497906,0.001175295,0.0008052085,0.007614964,0.0006212298,0.000172371,0.0004775505,0.00001759316,0.4869993,0.0006032398],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7004639,0.06818616,0.03943769,0.02552083,0.0066461,0.003299607,0.0001019045,0.001400534,0.1549433],"genre_scores_gemma":[0.9861747,0.0005487478,0.005439674,0.0054257,0.002208319,0.00000724283,0.00001643932,0.0001355947,0.00004357816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4300556,"threshold_uncertainty_score":0.999834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03405663162854576,"score_gpt":0.2947075548720905,"score_spread":0.2606509232435448,"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."}}