{"id":"W4291916123","doi":"10.3390/jcdd9080268","title":"Vascular Implications of COVID-19: Role of Radiological Imaging, Artificial Intelligence, and Tissue Characterization: A Special Report","year":2022,"lang":"en","type":"review","venue":"Journal of Cardiovascular Development and Disease","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Magnetic resonance imaging; Radiological weapon; Medicine; Coronavirus disease 2019 (COVID-19); Radiology; Pathology; Disease; 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":[],"consensus_categories":[],"category_scores_codex":[0.00177331,0.0002854048,0.002244125,0.0005023564,0.0001362483,0.00002265723,0.0001423291,0.0001126823,0.000199899],"category_scores_gemma":[0.001618923,0.0002249746,0.001119361,0.000369499,0.0001478872,0.00008105326,0.0001278375,0.0003177113,7.184289e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002711329,"about_ca_system_score_gemma":0.008258238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007767568,"about_ca_topic_score_gemma":5.296334e-7,"domain_scores_codex":[0.9967373,0.0002476043,0.001714921,0.0003286265,0.0007509799,0.0002205799],"domain_scores_gemma":[0.9969036,0.0001229304,0.001053016,0.000408179,0.0002576437,0.001254633],"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":[0.0001092298,0.0001396021,0.0006560084,0.009371334,0.001779201,0.0008879544,0.0003007647,0.000003414802,0.000003670192,0.0002849386,0.0000814208,0.9863825],"study_design_scores_gemma":[0.0002374771,0.00007865849,0.003819023,0.001052693,0.004246756,0.002076863,0.00009320708,0.000001644547,0.000004826364,0.0004765421,0.9877182,0.0001941163],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005772239,0.9942343,0.003698274,0.0004246715,0.0001846616,0.0007447741,0.00004872672,0.000008702409,0.00007864285],"genre_scores_gemma":[0.0008330744,0.9973108,0.0005241797,0.0001440107,0.0008676388,0.00003276442,0.0002479253,0.00002487013,0.00001477308],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9876367,"threshold_uncertainty_score":0.997364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1044974528708664,"score_gpt":0.3838759453169008,"score_spread":0.2793784924460344,"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."}}