{"id":"W2611102782","doi":"10.1038/545023a","title":"Antibiotic resistance has a language problem","year":2017,"lang":"en","type":"article","venue":"Nature","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":102,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Terminology; Antibiotic resistance; Antibiotics; Resistance (ecology); Intensive care medicine; Linguistics; Medicine; History; Biology; Microbiology; Philosophy","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":[0.005557446,0.0004945997,0.0007832558,0.001755595,0.002113168,0.004645655,0.001379506,0.00371759,0.02236987],"category_scores_gemma":[0.01984631,0.0004105931,0.0005750083,0.001231151,0.01249168,0.01073147,0.003063289,0.006100817,0.004925849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00217359,"about_ca_system_score_gemma":0.002667226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002891979,"about_ca_topic_score_gemma":0.002245856,"domain_scores_codex":[0.9957461,0.002299181,0.0002303058,0.0003709337,0.001043098,0.0003104295],"domain_scores_gemma":[0.9766961,0.01504314,0.00173474,0.001962831,0.003448755,0.001114406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000157547,0.0001135111,0.003300963,0.0003528575,0.0000383299,0.001203962,0.004929747,0.0003173545,0.001812819,0.7534263,0.102733,0.1316135],"study_design_scores_gemma":[0.00006869676,0.0001025779,0.002725438,0.0004314119,0.00004892821,0.003854583,0.004658045,0.0009373893,0.001282081,0.5825751,0.4032337,0.00008206306],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0344923,0.01666434,0.01987792,0.6888221,0.005835367,0.00002521792,0.0006098418,0.0006392245,0.2330337],"genre_scores_gemma":[0.7333161,0.01463291,0.01971059,0.1604413,0.0133401,0.0001535806,0.0005010254,0.001137039,0.05676743],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02236987,"threshold_uncertainty_score":0.07483464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008091910849816973,"score_gpt":0.2551822455179931,"score_spread":0.2470903346681761,"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."}}