{"id":"W3162883576","doi":"10.1186/s12941-021-00438-7","title":"COVID-19: breaking down a global health crisis","year":2021,"lang":"en","type":"review","venue":"Annals of Clinical Microbiology and Antimicrobials","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":375,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Royal College of Surgeons in Ireland","keywords":"Medicine; Middle East respiratory syndrome; Intensive care medicine; Pandemic; Coronavirus; Pneumonia; ARDS; Coronaviridae; Tocilizumab; Hydroxychloroquine; Immunology; Disease; Internal medicine; Coronavirus disease 2019 (COVID-19); Lung; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005470535,0.001416308,0.001002404,0.0009187624,0.001676744,0.00480876,0.001568955,0.005759514,0.02643398],"category_scores_gemma":[0.007953679,0.0002490729,0.00091714,0.001034379,0.001889993,0.006493386,0.00570004,0.007531154,0.01387849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001809137,"about_ca_system_score_gemma":0.01091076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00320068,"about_ca_topic_score_gemma":0.002974471,"domain_scores_codex":[0.9983364,0.0004742284,0.0001012477,0.0001851002,0.0004516313,0.0004514164],"domain_scores_gemma":[0.9940397,0.0007897714,0.000296379,0.0001802734,0.001362465,0.003331464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001882809,0.00008748039,0.001404967,0.001158149,0.00004136306,0.0003646188,0.0003196313,0.0001847507,0.001081578,0.01532443,0.7861835,0.1936613],"study_design_scores_gemma":[0.00004093056,0.0001417071,0.002114883,0.0009569317,0.00002255669,0.0002811672,0.0007035797,0.0001794712,0.0002122236,0.008192818,0.9871321,0.00002161565],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.005323143,0.1885924,0.003874677,0.7013358,0.05925,0.0001167726,0.003472158,0.001242201,0.03679286],"genre_scores_gemma":[0.06511389,0.2844617,0.009583786,0.5376387,0.05050028,0.0002935768,0.008917226,0.0004888434,0.04300204],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02643398,"threshold_uncertainty_score":0.08843046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3296037872191002,"score_gpt":0.6189391547869418,"score_spread":0.2893353675678416,"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."}}