{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003903625,0.0001334369,0.0004933207,0.00007305455,0.00004387643,0.0000112693,0.0001193117,0.00009787545,0.000005816031],"category_scores_gemma":[0.00104826,0.00009884342,0.00009572811,0.0004050274,0.0002769108,0.00002801408,0.00006610584,0.0002120742,0.000005036379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004900875,"about_ca_system_score_gemma":0.00005627061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003264465,"about_ca_topic_score_gemma":0.00002769323,"domain_scores_codex":[0.9986672,0.0002808869,0.000297126,0.0003767941,0.0001472935,0.0002306427],"domain_scores_gemma":[0.9980853,0.001061928,0.00004543617,0.000595507,0.00009420434,0.0001176877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002103755,0.00003618633,0.9942118,0.00002384303,0.0001387261,0.0001676698,0.002006764,0.00003598619,0.002385181,0.0001453513,0.0005906666,0.00004746235],"study_design_scores_gemma":[0.0007680323,0.0001436924,0.9931595,0.00005328854,0.0002255199,0.0007774365,0.003808969,0.000001249865,0.0001405217,0.0001185382,0.0006965405,0.0001067141],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925042,0.001365769,0.00002381826,0.003709683,0.00003217023,0.0007531273,0.0001303079,0.00001923889,0.00146165],"genre_scores_gemma":[0.9970451,0.0000630785,0.0003955612,0.001977619,0.0001023406,0.0001166638,0.0002410483,0.00001777543,0.00004084134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004540836,"threshold_uncertainty_score":0.4030718,"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."}}