{"id":"W2811435928","doi":"10.1016/j.chest.2018.06.019","title":"Antimicrobial Resistance and Respiratory Infections","year":2018,"lang":"en","type":"review","venue":"CHEST Journal","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":104,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Antibiotic resistance; Antibiotics; Streptococcus pneumoniae; Medicine; Drug resistance; Pseudomonas aeruginosa; Microbiology; Haemophilus influenzae; Mycobacterium tuberculosis; Moraxella catarrhalis; Tuberculosis; Intensive care medicine; Efflux; Antimicrobial; Bacteria; Biology; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000350234,0.00030255,0.0005668231,0.00008905624,0.0002523578,0.0001471768,0.0002577112,0.00044199,0.00002596297],"category_scores_gemma":[0.0001680902,0.0002568263,0.0002585059,0.00009969209,0.0002990306,0.000005551894,0.0001209091,0.0003807484,0.0000307287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004430699,"about_ca_system_score_gemma":0.000421412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.077161e-7,"about_ca_topic_score_gemma":0.0000153741,"domain_scores_codex":[0.9986411,0.0001529547,0.0004786318,0.0003667925,0.00009287579,0.0002675935],"domain_scores_gemma":[0.998921,0.00001833207,0.0004438429,0.000368711,0.0001118034,0.0001363155],"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":[0.0001202562,0.0003664214,0.001418317,0.04552364,0.001637806,0.0002673891,0.00007893274,1.974076e-7,0.005342126,0.0001453089,0.591951,0.3531487],"study_design_scores_gemma":[0.0001295649,0.00006665671,0.0001003984,0.003514766,0.000166577,0.0004231021,0.000002975197,1.201329e-8,0.0001003395,0.00001188304,0.9952123,0.0002714508],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00107324,0.9966657,0.0001958139,0.00001211469,0.0006775065,0.0001466474,0.00002715539,0.000008131,0.001193664],"genre_scores_gemma":[0.00004539649,0.994969,0.0006544986,0.00006492426,0.002602787,0.000003084377,0.00003046454,0.00005734294,0.001572463],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4032614,"threshold_uncertainty_score":0.9999884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0301140062917468,"score_gpt":0.312722357658074,"score_spread":0.2826083513663272,"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."}}