{"id":"W4402905169","doi":"10.1186/s12985-024-02506-8","title":"Aggravating mechanisms from COVID-19","year":2024,"lang":"en","type":"review","venue":"Virology Journal","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Biology; Virology; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Pandemic; Outbreak; Medicine; Infectious disease (medical specialty); Disease; Pathology","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002497484,0.0005580728,0.003211739,0.000668905,0.0003355021,0.00008557837,0.0005034085,0.0008413104,0.00173096],"category_scores_gemma":[0.05559187,0.000352035,0.001438636,0.0004504999,0.0003261701,0.00004101696,0.0006561265,0.005395275,0.001532376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008162986,"about_ca_system_score_gemma":0.004342724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006115203,"about_ca_topic_score_gemma":0.00001009113,"domain_scores_codex":[0.9956143,0.0006983695,0.001468065,0.0007410915,0.0007302351,0.0007479001],"domain_scores_gemma":[0.9867338,0.01078241,0.0006191531,0.0005441108,0.0001221547,0.001198354],"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":[0.00008206256,0.0001029686,0.0000129493,0.02109116,0.003275632,0.008558922,0.0001080142,0.000001438201,0.00001249545,0.0006079478,0.0225325,0.9436139],"study_design_scores_gemma":[0.0005954271,0.0005312059,0.000005507275,0.007697589,0.004929034,0.0006770061,0.00001506229,0.00002454303,2.112025e-7,0.01811829,0.9671669,0.0002392129],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003575695,0.9847273,0.004721296,0.008317807,0.001240799,0.0005612251,0.0001044393,0.0001125725,0.0002110035],"genre_scores_gemma":[0.000009428137,0.9879701,0.001352986,0.006934586,0.002233861,0.00006421003,0.00005654131,0.00009874671,0.001279524],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9446344,"threshold_uncertainty_score":0.9998932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2062307232224376,"score_gpt":0.5496836902054874,"score_spread":0.3434529669830497,"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."}}