{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006508112,0.0004817018,0.0005133809,0.000799835,0.0005654966,0.0008744315,0.0005390733,0.0005511033,0.001232065],"category_scores_gemma":[0.001412706,0.0004885787,0.0004740267,0.0009795625,0.0003647901,0.0005766403,0.0007121066,0.0007477593,0.0002371812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005916836,"about_ca_system_score_gemma":0.0006576527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01028361,"about_ca_topic_score_gemma":0.01480668,"domain_scores_codex":[0.9994819,0.00007723675,0.00007053577,0.0001433424,0.0001047205,0.000122353],"domain_scores_gemma":[0.9984279,0.0001470593,0.0007562919,0.000119298,0.0001372441,0.0004123547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001348381,0.00003637615,0.9994628,0.000004237841,0.0000253036,0.00004268861,0.00003148946,0.000006555133,0.00008518094,0.000003876353,0.00002775336,0.0001389074],"study_design_scores_gemma":[0.00002853127,0.0002238421,0.9990985,0.000005683726,0.00002064841,0.0002618083,0.0001882418,0.00007542827,0.00002862533,0.000004748211,0.00006082134,0.000002994962],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995891,0.00005957683,0.00001849279,0.000008015192,0.000002888374,0.00001205866,0.0002408886,7.293737e-7,0.00006816474],"genre_scores_gemma":[0.9990221,0.00006896108,0.00004665232,0.00002232585,0.00001397248,0.00001935555,0.0007157229,8.936652e-7,0.00008996665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01028361,"threshold_uncertainty_score":0.02044755,"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."}}