{"id":"W3166364643","doi":"10.4250/jcvi.2020.0241","title":"Handheld Echocardiography in a Clinical Practice Scenario: Concordances Compared to Standard Echocardiographic Reports","year":2021,"lang":"en","type":"article","venue":"Journal of Cardiovascular Imaging","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Cardiology; Internal medicine; Ejection fraction; Ventricle; Concordance; Stenosis; Hemodynamics; Regurgitation (circulation); Doppler echocardiography; Mitral regurgitation; Heart failure; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.009236949,0.0002642002,0.002055675,0.0005876053,0.00009805525,0.0001418938,0.0002110854,0.0001246174,0.00002061148],"category_scores_gemma":[0.008449735,0.0002415168,0.004684879,0.002151709,0.0002140086,0.0004242865,0.0001033031,0.001281618,0.000008385116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000147825,"about_ca_system_score_gemma":0.0007726774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004772286,"about_ca_topic_score_gemma":0.000006401572,"domain_scores_codex":[0.9939272,0.0006820618,0.002641813,0.0006005805,0.001727868,0.0004204543],"domain_scores_gemma":[0.9938331,0.001272314,0.0005298834,0.001276059,0.00253199,0.0005567096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008146701,0.0005443591,0.9184429,0.0000902798,0.009326273,0.01886079,0.0001892097,0.002992554,0.0004777079,0.00003344984,0.007300462,0.04092732],"study_design_scores_gemma":[0.004393852,0.0002776779,0.2632713,0.0009152299,0.003973837,0.0204183,0.001139997,0.00005069613,0.0007361808,0.0006421121,0.7038034,0.000377438],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7370953,0.08428152,0.1513952,0.01141647,0.003492433,0.001355352,0.00001930792,0.0001185036,0.01082595],"genre_scores_gemma":[0.9312417,0.00473128,0.06071724,0.002291696,0.0009325992,0.00002031771,0.000007817537,0.00004585602,0.00001149391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6965029,"threshold_uncertainty_score":0.9999025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02486530721542678,"score_gpt":0.3657263463585956,"score_spread":0.3408610391431688,"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."}}