{"id":"W4225003249","doi":"10.3390/ijerph19095270","title":"COVID-19 Clinical Profiles and Fatality Rates in Hospitalized Patients Reveal Case Aggravation and Selective Co-Infection by Limited Gram-Negative Bacteria","year":2022,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; McGill University","funders":"University of Hail","keywords":"Case fatality rate; Coronavirus disease 2019 (COVID-19); Medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Infection control; Bacteria; Gram-negative bacteria; Intensive care medicine; Virology; Environmental health; Emergency medicine; Biology; Internal medicine; Epidemiology; Disease; Infectious disease (medical specialty); Outbreak; Escherichia coli","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":[0.002412059,0.00008334796,0.0001925782,0.0002261562,0.0003629556,0.00004312226,0.0000837826,0.00006891671,0.0001493966],"category_scores_gemma":[0.0007552055,0.00007249207,0.00002498953,0.00009103052,0.0004732092,0.0002100346,0.0001330302,0.0005915011,0.000001278149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000463182,"about_ca_system_score_gemma":0.0002673107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009090587,"about_ca_topic_score_gemma":0.00007650741,"domain_scores_codex":[0.9975364,0.001369827,0.0004676593,0.0002065224,0.0001859032,0.0002336614],"domain_scores_gemma":[0.9989548,0.0004517123,0.0003011831,0.00004637678,0.00006588204,0.0001800598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009139063,0.001192306,0.9787803,0.00002499819,0.0001628065,0.00007483288,0.001264831,2.337332e-7,0.001942154,0.00006981751,0.003748094,0.01182574],"study_design_scores_gemma":[0.004026082,0.002474339,0.9819142,0.00002226277,0.000003467292,0.0006593436,0.002032731,0.000006459127,0.0003446826,0.0005005292,0.007924165,0.00009177076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995138,0.0008960732,0.0000223276,0.003067517,0.0001628546,0.0002738949,0.000419535,0.000003059755,0.00001673424],"genre_scores_gemma":[0.9956467,0.003572476,0.00003350274,0.0003795818,0.00002381407,0.000006869569,0.0002447172,0.000005621866,0.00008667927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01173397,"threshold_uncertainty_score":0.2956141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05831334654134543,"score_gpt":0.4098011606545044,"score_spread":0.351487814113159,"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."}}