{"id":"W4361002277","doi":"10.1097/ccm.0000000000005848","title":"Intrapulmonary and Intracardiac Shunts in Adult COVID-19 Versus Non-COVID Acute Respiratory Distress Syndrome ICU Patients Using Echocardiography and Contrast Bubble Studies (COVID-Shunt Study): A Prospective, Observational Cohort Study","year":2023,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Cardiovascular and Diving-Related Complications","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; University of Calgary; Alberta Health; University of Alberta; Alberta Health Services","funders":"Astellas Pharma; University of Alberta; Royal Alexandra Hospital Foundation; Edwards Lifesciences","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Intracardiac injection; Acute respiratory distress; Cardiology; Observational study; Internal medicine; Cohort study; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Prospective cohort study; Respiratory distress; ARDS; 2019-20 coronavirus outbreak; Lung; Intensive care medicine; Radiology; Pathology; Disease; Infectious disease (medical specialty); Outbreak","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0009839355,0.0004421414,0.001387383,0.0005956694,0.0004562614,0.0000436708,0.000148003,0.0001625245,0.00001145844],"category_scores_gemma":[0.005358165,0.000386253,0.0001970135,0.001604825,0.000945973,0.0001835542,0.0002976548,0.000556266,0.000003913683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006537742,"about_ca_system_score_gemma":0.0002670846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004980259,"about_ca_topic_score_gemma":0.00009304124,"domain_scores_codex":[0.9960994,0.0003403472,0.0007673315,0.001105358,0.001150421,0.0005371855],"domain_scores_gemma":[0.9962925,0.001218594,0.00007740163,0.0006342646,0.0009504731,0.0008268104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008314583,0.0005722726,0.9895773,0.0005209584,0.001986178,0.001629868,0.004194427,0.00004554043,0.00003519879,0.00008955583,0.0002391646,0.0002780717],"study_design_scores_gemma":[0.01546026,0.002395588,0.9412498,0.0002741684,0.002958698,0.00006588714,0.03694282,0.0001282036,0.000002701977,0.0001446036,0.00005031886,0.0003269109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912902,0.002402677,0.0001928534,0.000997799,0.0005150897,0.004066797,0.000199092,0.0001734269,0.000162061],"genre_scores_gemma":[0.9976465,0.0002404453,0.00003911432,0.0008802263,0.0001834516,0.0007489752,0.0002083469,0.0000486525,0.000004248571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04832747,"threshold_uncertainty_score":0.9998589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0700649133949843,"score_gpt":0.3870008853008954,"score_spread":0.3169359719059111,"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."}}