{"id":"W3135422933","doi":"10.1017/s1047951121000834","title":"Cardiac point of care ultrasound in resource limited settings to manage children with congenital and acquired heart disease","year":2021,"lang":"en","type":"article","venue":"Cardiology in the Young","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Engineers Without Borders Canada; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Heart disease; Medical diagnosis; Pericardial effusion; Tetralogy of Fallot; Telemedicine; Disease; Cardiac Ultrasound; Dilated cardiomyopathy; Cardiology; Intensive care medicine; Internal medicine; Ultrasound; Radiology; Heart failure; Health care","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":[0.001538238,0.0002639546,0.0001646641,0.001204665,0.0006078056,0.0008531197,0.0006417243,0.0007617456,0.003326234],"category_scores_gemma":[0.007407893,0.0001570075,0.0001636856,0.0006448848,0.0007101315,0.0008435324,0.00112564,0.0009087884,0.0003754681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006129108,"about_ca_system_score_gemma":0.001279041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002773395,"about_ca_topic_score_gemma":0.00695231,"domain_scores_codex":[0.9987687,0.0004948265,0.0001459426,0.0001558051,0.0002409674,0.0001936893],"domain_scores_gemma":[0.9949524,0.001511592,0.001844126,0.0001919629,0.0004822507,0.001017645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006970904,0.00008642573,0.8768125,0.0004582092,0.00002353853,0.03009182,0.002170638,0.0003335408,0.001733412,0.0003467754,0.006960655,0.08091275],"study_design_scores_gemma":[0.0000273337,0.000367632,0.8298312,0.00217541,0.0000382437,0.1399485,0.01243643,0.0007630599,0.0007995479,0.0005358628,0.01304492,0.00003188666],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9330295,0.02903257,0.003097185,0.01023858,0.0003515396,0.0002494044,0.0002841317,0.0001320449,0.02358506],"genre_scores_gemma":[0.989369,0.006126889,0.003042332,0.0006547938,0.0002339498,0.00004520292,0.0001067586,0.00001678459,0.0004041865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003326234,"threshold_uncertainty_score":0.01112735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01059835810533526,"score_gpt":0.2724568070829941,"score_spread":0.2618584489776588,"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."}}