{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0001175245,0.0001309217,0.0001852401,0.00003240734,0.0008065337,0.00008016653,0.0005028864,0.001365102,0.0001713581],"category_scores_gemma":[0.0001054456,0.00009969072,0.00007054437,0.00003512826,0.0003436156,0.0000974444,0.00008323518,0.00148925,0.0005625483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000151628,"about_ca_system_score_gemma":0.00004583877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003283346,"about_ca_topic_score_gemma":0.0003593161,"domain_scores_codex":[0.999258,0.00003627913,0.0001173495,0.0002696358,0.00003606376,0.0002826806],"domain_scores_gemma":[0.9990839,0.00002591724,0.0001403687,0.0006901176,0.00004299304,0.00001667956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003492165,0.000237869,0.01354756,0.0003249584,0.0003307048,0.0002629998,0.001540653,3.567741e-7,0.6102069,0.02093581,0.3473489,0.004914092],"study_design_scores_gemma":[0.001877802,0.00006342246,0.1029318,0.0005595448,0.00007242406,0.00004895992,0.0003828403,5.982683e-7,0.2386364,0.000714606,0.6542345,0.0004770824],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7187675,0.07860607,0.00006360174,0.01258043,0.002529351,0.0005067413,0.00009737338,0.0002791375,0.1865698],"genre_scores_gemma":[0.9230166,0.00007995139,0.0003652177,0.0003873169,0.00006515813,6.652267e-7,0.00002155631,0.00001345206,0.0760501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3715705,"threshold_uncertainty_score":0.9999313,"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."}}