{"id":"W6977199251","doi":"10.60692/13p0q-xv417","title":"WHO's essential medicines and AWaRe: recommendations on first- and second-choice antibiotics for empiric treatment of clinical infections","year":2024,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster University Medical Centre; Impact","funders":"","keywords":"Antibiotics; Essential medicines; Antimicrobial stewardship; Antimicrobial; MEDLINE; Antibiotic Stewardship; Health care","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":[0.02782917,0.001458753,0.002192537,0.006561464,0.001427272,0.004775261,0.004339196,0.007544391,0.005699383],"category_scores_gemma":[0.08117894,0.001057833,0.003971583,0.00364647,0.001864911,0.004522707,0.004445084,0.009691959,0.005961009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005208207,"about_ca_system_score_gemma":0.03311528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02151717,"about_ca_topic_score_gemma":0.04579989,"domain_scores_codex":[0.9723847,0.01179844,0.006441296,0.0007174869,0.007539826,0.001118208],"domain_scores_gemma":[0.9132092,0.03590177,0.0123536,0.001776506,0.03016276,0.006596199],"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":[0.0001210864,0.000235407,0.002654888,0.008775073,0.000262185,0.0003071518,0.0006242848,0.0009448651,0.0005510125,0.007746844,0.6816616,0.2961156],"study_design_scores_gemma":[0.0003259526,0.000265929,0.0053781,0.06634071,0.0006032275,0.0003542399,0.0009142003,0.001493229,0.0009969773,0.009047952,0.9141023,0.0001771949],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002715626,0.1057362,0.01705137,0.8137827,0.01301374,0.0021612,0.004667424,0.0009352156,0.03993663],"genre_scores_gemma":[0.0456921,0.2612045,0.3586866,0.2961057,0.01056424,0.003872055,0.007724282,0.000561177,0.01558934],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02782917,"threshold_uncertainty_score":0.1471765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04712418039084804,"score_gpt":0.3139266084225281,"score_spread":0.2668024280316801,"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."}}