{"id":"W4297184284","doi":"10.1186/s13756-022-01158-z","title":"Success and failures in MRSA infection control during the COVID-19 pandemic","year":2022,"lang":"en","type":"letter","venue":"Antimicrobial Resistance and Infection Control","topic":"Antimicrobial Resistance in Staphylococcus","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Medicine; Infection control; Staffing; Coronavirus disease 2019 (COVID-19); Methicillin-resistant Staphylococcus aureus; Health care; Quarter (Canadian coin); Emergency medicine; Intensive care medicine; Staphylococcus aureus; Internal medicine; Infectious disease (medical specialty); Nursing; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.000889083,0.0007473189,0.00131257,0.0006675664,0.00107405,0.000276171,0.0001903777,0.0008966243,0.0003120526],"category_scores_gemma":[0.0007691392,0.0006389273,0.000328452,0.0006313127,0.0006699959,0.0003364629,0.0001129852,0.003321809,0.00001056863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009368868,"about_ca_system_score_gemma":0.0004843408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004253221,"about_ca_topic_score_gemma":0.009345959,"domain_scores_codex":[0.9958224,0.000650795,0.0009852818,0.00114842,0.000499334,0.0008937787],"domain_scores_gemma":[0.9974694,0.0008677538,0.0006534419,0.0006198601,0.0001827125,0.0002067785],"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":[0.003826129,0.0001064447,0.4796012,0.002776972,0.0004300852,0.0006885806,0.000193327,0.0001225739,0.01723539,0.00005079408,0.4946596,0.0003088879],"study_design_scores_gemma":[0.009719287,0.0001691556,0.08218141,0.0003480485,0.0004701418,0.0003778481,0.00001470256,0.00002899122,0.0001227944,0.00005426486,0.9058518,0.0006615803],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5874287,0.002474977,0.001297063,0.4018665,0.001140569,0.004123908,0.0005270512,0.0003741488,0.0007671152],"genre_scores_gemma":[0.6913064,0.004781235,0.00001221108,0.2997165,0.001322001,0.0002544311,0.0001066905,0.0000982007,0.00240234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4111922,"threshold_uncertainty_score":0.9996062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01333853018019967,"score_gpt":0.2708365264815797,"score_spread":0.2574979963013801,"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."}}