{"id":"W4312140961","doi":"10.1016/j.echo.2022.12.012","title":"The Role of the Pediatric Echocardiography Laboratory in Supporting Point-Of-Care Ultrasound (POCUS) Initiatives: A Survey from the American Society of Echocardiography Task Force on Cardiac POCUS in Children","year":2022,"lang":"en","type":"letter","venue":"Journal of the American Society of Echocardiography","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Scopus; Medicine; Point of care ultrasound; Task force; Ultrasound; MEDLINE; Medical physics; Radiology; Law","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","metaepi_broad","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006792709,0.001024179,0.004596295,0.000784178,0.0005058997,0.00005756922,0.00365982,0.0005007514,0.00001101479],"category_scores_gemma":[0.001133974,0.0006016018,0.01914278,0.0172211,0.006252197,0.000198567,0.0005645271,0.007290902,5.572335e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003055156,"about_ca_system_score_gemma":0.001033631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003118661,"about_ca_topic_score_gemma":0.00001775694,"domain_scores_codex":[0.9859954,0.004518589,0.004072179,0.000958963,0.003416846,0.001038089],"domain_scores_gemma":[0.9671472,0.01481615,0.01321775,0.00318523,0.001451888,0.0001817317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003887485,0.0002620351,0.9044439,0.0001210549,0.008031115,0.000001534162,0.002038423,0.0002694001,0.0005676753,0.000004107229,0.08325651,0.0006154568],"study_design_scores_gemma":[0.001289834,0.001146474,0.967995,0.000414542,0.002681075,0.00001059004,0.01845354,0.000004716517,0.0003792657,0.0006818388,0.006427055,0.0005160807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.967445,0.008457145,0.00007168778,0.01323722,0.000470115,0.002543321,0.007499175,0.00003091874,0.0002454741],"genre_scores_gemma":[0.943654,0.0305118,0.00132798,0.02261275,0.001380177,0.0001413585,0.0001728775,0.0001952157,0.000003811921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07682946,"threshold_uncertainty_score":0.9996436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009573593530575289,"score_gpt":0.2766326725586109,"score_spread":0.2670590790280356,"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."}}