{"id":"W4391384987","doi":"10.3390/v16020227","title":"The Rapidly Changing Patterns in Bacterial Co-Infections Reveal Peaks in Limited Gram Negatives during COVID-19 and Their Sharp Drop Post-Vaccination, Implying Potential Evolution of Co-Protection during Vaccine–Virus–Bacterial Interplay","year":2024,"lang":"en","type":"article","venue":"Viruses","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Medicine; Vaccination; Case fatality rate; Pandemic; Staphylococcus aureus; Concomitant; Gram; Respiratory system; Virus; Mortality rate; Coronavirus disease 2019 (COVID-19); Internal medicine; Virology; Epidemiology; Biology; Bacteria; 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":[0.0003581024,0.0002299255,0.000326697,0.0006013194,0.0002819311,0.0006162423,0.0001865988,0.0003265419,0.002082115],"category_scores_gemma":[0.0009983658,0.000181184,0.0003090164,0.0007537614,0.0002782718,0.0004228107,0.0004858287,0.0004652488,0.0004510672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002644322,"about_ca_system_score_gemma":0.0002661658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002423768,"about_ca_topic_score_gemma":0.0038875,"domain_scores_codex":[0.9995096,0.00006830378,0.00005612255,0.0001416933,0.00008430232,0.0001399653],"domain_scores_gemma":[0.9989462,0.0001046679,0.0006004632,0.00006612334,0.0001472862,0.0001353132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000280656,0.00003835642,0.9850788,0.00004935288,0.00004249331,0.0001757031,0.0002559397,0.00007653436,0.008119768,0.00005262367,0.0001606822,0.005669212],"study_design_scores_gemma":[0.000001161984,0.0000945898,0.9983342,0.000008047412,0.00000771036,0.0002148986,0.0003063616,0.00005539513,0.000671369,0.00002995976,0.0002734057,0.000002912279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971598,0.0006716042,0.0003825454,0.00005852849,0.00001190931,0.00001318215,0.0007198424,0.00000874988,0.0009738231],"genre_scores_gemma":[0.9982418,0.0002843498,0.0002526441,0.00003607432,0.00001146169,0.000009261322,0.0008792886,0.000003810246,0.0002814192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002423768,"threshold_uncertainty_score":0.006965339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01097221979406222,"score_gpt":0.2703854626138904,"score_spread":0.2594132428198282,"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."}}