{"id":"W4200091814","doi":"10.3390/tomography7040080","title":"Abdominal Imaging Utilization during the First COVID-19 Surge and Utility of Abdominal MRI","year":2021,"lang":"en","type":"article","venue":"Tomography","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"Massachusetts General Hospital","keywords":"Medicine; Radiology; Magnetic resonance imaging; Ultrasound; Radiography; Abdomen; Chest radiograph; Coronavirus disease 2019 (COVID-19); Disease; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009529473,0.0002172016,0.000324157,0.001436303,0.0002912678,0.0009448999,0.0003381695,0.0003691752,0.001769125],"category_scores_gemma":[0.00909918,0.0002451656,0.0002775902,0.001126757,0.000349961,0.000803763,0.0005533735,0.0007155556,0.0003241734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006620573,"about_ca_system_score_gemma":0.0005693443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003113569,"about_ca_topic_score_gemma":0.00529166,"domain_scores_codex":[0.9987038,0.0003695195,0.0002163527,0.0001679455,0.00025192,0.0002904788],"domain_scores_gemma":[0.9891422,0.002261503,0.006152753,0.0002976341,0.0008557563,0.001290148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008514299,0.00002676423,0.9955432,0.00001565148,0.00001667659,0.0003315848,0.00007771173,0.00006097175,0.0002078623,0.00002059761,0.00019424,0.003419641],"study_design_scores_gemma":[0.000004661694,0.0001915752,0.9962059,0.00003838869,0.00001685997,0.001807591,0.0005352246,0.0003798354,0.000322863,0.00002038062,0.0004691133,0.00000749578],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970117,0.0006556866,0.0001417173,0.0002580193,0.00001435515,0.000009740591,0.0003288775,0.00001562788,0.001564394],"genre_scores_gemma":[0.9990716,0.0002557449,0.0001768872,0.00009219391,0.00003470823,0.00000596275,0.0002593644,0.000005507846,0.00009804271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003113569,"threshold_uncertainty_score":0.006190896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04927191546702678,"score_gpt":0.3949972347067224,"score_spread":0.3457253192396956,"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."}}