{"id":"W2853263554","doi":"10.1111/echo.14086","title":"Automation, machine learning, and artificial intelligence in echocardiography: A brave new world","year":2018,"lang":"en","type":"review","venue":"Echocardiography","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":130,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; Health Sciences Centre; McMaster University; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Automation; Workflow; Artificial intelligence; Vendor; Machine learning; Computer science; Software; Data science; Software engineering; Engineering","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":[0.001917095,0.0008408517,0.001305813,0.003719262,0.0005493294,0.002536521,0.000924834,0.002410267,0.002980484],"category_scores_gemma":[0.003222236,0.0003507016,0.0006684554,0.003826027,0.002853936,0.00496681,0.001169192,0.003902508,0.001177322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001389443,"about_ca_system_score_gemma":0.002774016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001832594,"about_ca_topic_score_gemma":0.002538397,"domain_scores_codex":[0.9990602,0.0002789777,0.0001310507,0.0001216027,0.0003497899,0.00005842579],"domain_scores_gemma":[0.9952866,0.003535097,0.0002446004,0.0001251361,0.0006621724,0.0001463438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004031838,0.00006856869,0.0006383383,0.01508752,0.00008524476,0.0002310315,0.0003521758,0.0005272988,0.0006514109,0.02721875,0.03683966,0.9182598],"study_design_scores_gemma":[0.000007914118,0.00008161101,0.00175405,0.009085748,0.00006406559,0.001839512,0.0004136685,0.0003286738,0.0003582641,0.02447358,0.9615405,0.00005227235],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001218736,0.9956536,0.0004339903,0.002288748,0.0003974829,0.000002633128,0.000008317596,0.00001086761,0.001082485],"genre_scores_gemma":[0.001334367,0.9959698,0.0005536754,0.0008566043,0.0008533799,0.000005737797,0.00001266724,0.000003793776,0.0004100796],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003719262,"threshold_uncertainty_score":0.01013869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03163454709699345,"score_gpt":0.3329233217648586,"score_spread":0.3012887746678651,"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."}}