{"id":"W4387435227","doi":"10.1016/j.eclinm.2023.102257","title":"Antibiotic prescribing guideline recommendations in COVID-19: a systematic survey","year":2023,"lang":"en","type":"article","venue":"EClinicalMedicine","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cochrane; Health Sciences Centre; Sunnybrook Health Science Centre; Impact; McMaster University; McMaster University Medical Centre; Public Health Ontario; University of Toronto","funders":"Canadian Institutes of Health Research; McMaster University","keywords":"Medicine; Guideline; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Family medicine; MEDLINE; Intensive care medicine; Virology; Internal medicine; Pathology; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01874271,0.0003443696,0.00201751,0.007395698,0.0004852883,0.001183441,0.001324727,0.001261245,0.002076693],"category_scores_gemma":[0.09662256,0.0007628512,0.002048447,0.01385146,0.0007056752,0.002176164,0.002193526,0.00120329,0.0003969845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003037275,"about_ca_system_score_gemma":0.008398228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02958253,"about_ca_topic_score_gemma":0.04944352,"domain_scores_codex":[0.970127,0.007182641,0.01489211,0.00248948,0.004425118,0.0008835784],"domain_scores_gemma":[0.8773661,0.05940442,0.04408087,0.002597856,0.01384986,0.002700845],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0007171812,0.0002107088,0.7578431,0.118109,0.003519326,0.0003402896,0.007207418,0.0002922189,0.0003837872,0.0006219333,0.02575145,0.08500371],"study_design_scores_gemma":[0.0004029354,0.0005401536,0.839569,0.1093055,0.003179189,0.00076168,0.009893549,0.0006673093,0.00027176,0.0003732385,0.03489979,0.0001357733],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7319317,0.1604131,0.001724818,0.007358173,0.0002254121,0.003292593,0.08993499,0.000126737,0.004992656],"genre_scores_gemma":[0.8827174,0.0743137,0.006030911,0.005163291,0.0001155799,0.005565503,0.0254695,0.00005494643,0.0005691366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9812573,"threshold_uncertainty_score":0.09912211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09513545116968133,"score_gpt":0.3912776623381308,"score_spread":0.2961422111684494,"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."}}