{"id":"W2146452298","doi":"10.1111/echo.12131","title":"Speckle Tracking Echocardiography in Pediatric and Congenital Heart Disease","year":2013,"lang":"en","type":"review","venue":"Echocardiography","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":103,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Speckle tracking echocardiography; Heart disease; Medicine; Internal medicine; Cardiology; Disease; Speckle pattern; Radiology; Heart failure; Computer science; Artificial intelligence","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":[0.0006000905,0.0009632746,0.003868785,0.004452705,0.0001280606,0.0001685144,0.0001801976,0.0005996769,0.00006672009],"category_scores_gemma":[0.0001057806,0.000788275,0.006998375,0.004748655,0.0002017741,0.0002190408,0.0001184367,0.001250353,0.0001732682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009119159,"about_ca_system_score_gemma":0.0002705132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007720703,"about_ca_topic_score_gemma":0.000002227582,"domain_scores_codex":[0.9959034,0.0003932794,0.0009700154,0.001227283,0.0007824191,0.0007235885],"domain_scores_gemma":[0.9974374,0.0001657596,0.0002086317,0.001137188,0.0001585246,0.0008925301],"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":[0.00004699718,0.0001572702,0.6160445,0.01097243,0.002818232,0.0004398615,0.00003552607,0.000002328925,1.412485e-7,0.00001578195,0.007386441,0.3620805],"study_design_scores_gemma":[0.0008695198,0.00007156372,0.2271675,0.00171788,0.008430435,0.0001673275,0.00002732932,0.000001408035,1.567271e-7,0.00002649121,0.7608095,0.0007108521],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001878813,0.9930612,0.000051499,0.00003157452,0.001036821,0.00267952,0.00009637836,0.0002514569,0.0009126628],"genre_scores_gemma":[0.004324048,0.9931785,0.0001874133,0.0001127827,0.001338592,0.000363958,0.0002325222,0.0001819056,0.00008024779],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7534231,"threshold_uncertainty_score":0.9994568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02619258189620077,"score_gpt":0.2818460102504062,"score_spread":0.2556534283542055,"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."}}