{"id":"W3033489455","doi":"10.1161/atvbaha.120.314558","title":"Overcoming Barriers","year":2020,"lang":"en","type":"review","venue":"Arteriosclerosis Thrombosis and Vascular Biology","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Endothelial dysfunction; Diffuse alveolar damage; ARDS; Endothelium; Diabetes mellitus; Pathogenesis; Immunology; Coronavirus; Myocarditis; Disease; Lung; Internal medicine; Coronavirus disease 2019 (COVID-19); Acute respiratory distress; Endocrinology; Infectious disease (medical specialty)","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"],"consensus_categories":[],"category_scores_codex":[0.0005218376,0.0005583412,0.003829679,0.0001601418,0.0002182174,0.00004392489,0.0002339656,0.0005513069,0.0002474049],"category_scores_gemma":[0.0048384,0.0003979075,0.001296696,0.0003227347,0.0005126512,0.00004310355,0.0006267083,0.0006917565,0.0001255558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001316796,"about_ca_system_score_gemma":0.000385485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004125921,"about_ca_topic_score_gemma":0.000003505577,"domain_scores_codex":[0.9970247,0.0003916233,0.0007745891,0.001024369,0.0002177271,0.0005670532],"domain_scores_gemma":[0.9967833,0.001679465,0.0002032692,0.0006188123,0.00006704244,0.0006480755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005735001,0.0001499636,0.007819675,0.03958905,0.007488479,0.000001968971,0.0002563726,5.442713e-8,0.0002899941,0.0005351941,0.001254069,0.9426094],"study_design_scores_gemma":[0.0005485683,0.0005338026,0.01210585,0.005151291,0.002176333,3.464866e-7,0.00001429183,0.00001097022,2.485432e-7,0.00001931427,0.9790959,0.0003431028],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002082599,0.99664,0.000116528,0.001440125,0.000202903,0.001109969,0.00008154902,0.000102566,0.00009813981],"genre_scores_gemma":[0.00116798,0.9964392,0.0002040595,0.001556424,0.0003023141,0.000177359,0.00007551869,0.00007044159,0.000006763154],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9778418,"threshold_uncertainty_score":0.9998473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1328269459189929,"score_gpt":0.4447512235443994,"score_spread":0.3119242776254065,"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."}}