{"id":"W2126147255","doi":"10.1093/cid/civ691","title":"Three Epidemics of Invasive Multidrug-Resistant<i>Salmonella</i>Bloodstream Infection in Blantyre, Malawi, 1998–2014","year":2015,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Salmonella and Campylobacter epidemiology","field":"Agricultural and Biological Sciences","cited_by":103,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"University of Liverpool; Wellcome Trust; Wellcome; Bill and Melinda Gates Foundation","keywords":"Medicine; Multiple drug resistance; Salmonella; Microbiology; Virology; Bloodstream infection; Drug resistance; Biology; Intensive care medicine; Bacteria","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":[],"consensus_categories":[],"category_scores_codex":[0.00112726,0.0003036673,0.0008755777,0.00004872726,0.00007954699,0.00002415588,0.0002675829,0.0003761094,0.00007712816],"category_scores_gemma":[0.003923496,0.0001459482,0.0004219212,0.0004666342,0.000408289,0.0001582733,0.000169062,0.0003308613,0.0001474054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006820472,"about_ca_system_score_gemma":0.0000809875,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004696561,"about_ca_topic_score_gemma":0.01869935,"domain_scores_codex":[0.9967098,0.0006659174,0.001282564,0.0006358042,0.0002209984,0.0004848966],"domain_scores_gemma":[0.9947064,0.003918127,0.0005305677,0.0002017297,0.0001559935,0.0004871985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001495393,0.0009601232,0.9869491,0.00002102433,0.0000485351,0.00001786535,0.00001411769,0.00009234629,0.000833685,0.0001415624,0.003073388,0.007698684],"study_design_scores_gemma":[0.0009051436,0.0009875005,0.9854364,0.00006055856,0.00008100177,0.000006697153,0.00004790135,0.0002010563,0.0001412585,0.01005787,0.001781945,0.0002926912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969207,0.0007228873,0.00001826613,0.0002126022,0.0006487397,0.0003712905,0.0001302787,0.000155725,0.0008195164],"genre_scores_gemma":[0.9973593,0.001260533,0.0000205216,0.0005485447,0.0005831657,0.00004215384,0.000160374,0.000004358371,0.00002107282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01400279,"threshold_uncertainty_score":0.9992068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07861933048910726,"score_gpt":0.3263348107164479,"score_spread":0.2477154802273407,"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."}}