{"id":"W4417201030","doi":"10.1038/s41746-025-02140-w","title":"EchoGraph system for automated quality assessment of echocardiography reports","year":2025,"lang":"en","type":"article","venue":"npj Digital Medicine","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"National Heart, Lung, and Blood Institute; Mayo Clinic","keywords":"Schema (genetic algorithms); Variance (accounting); Quality assessment; Quality Score; F1 score; Quality (philosophy); Sensitivity (control systems)","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":[0.004031289,0.001101947,0.0005582607,0.002920139,0.0002254881,0.001698477,0.001666466,0.0007795336,0.004093064],"category_scores_gemma":[0.01631648,0.0004051808,0.001113609,0.001194002,0.0002622698,0.001536014,0.001145082,0.0008789033,0.003866255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001147604,"about_ca_system_score_gemma":0.001291803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007122596,"about_ca_topic_score_gemma":0.006813773,"domain_scores_codex":[0.9982974,0.0004462752,0.0002577661,0.0005301345,0.0004113457,0.00005706229],"domain_scores_gemma":[0.990974,0.004758045,0.0008239397,0.001504181,0.001709233,0.000230523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002263537,0.0008472735,0.1307302,0.001665945,0.001043823,0.001250103,0.001061517,0.0990214,0.02546822,0.004860499,0.1026469,0.6291406],"study_design_scores_gemma":[0.0002439201,0.0005540174,0.02979829,0.0002025444,0.0003456962,0.001005573,0.0001954413,0.8918582,0.02798885,0.005601258,0.04209953,0.0001067229],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1862847,0.002213173,0.4979276,0.001293016,0.0003464583,0.001703333,0.05520351,0.2479378,0.007090501],"genre_scores_gemma":[0.5438458,0.0008565802,0.3376426,0.0007153399,0.0001620003,0.0007446074,0.1073918,0.002447817,0.006193332],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007122596,"threshold_uncertainty_score":0.02131975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1342374651418137,"score_gpt":0.5010621793141272,"score_spread":0.3668247141723135,"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."}}