{"id":"W3215267059","doi":"10.1371/journal.pone.0259771","title":"Epidemiology of Clostridioides difficile in South Africa","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"National Health Laboratory Service","keywords":"Clostridioides; Epidemiology; Geography; Biology; Medicine; Microbiology; Internal medicine","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":[0.0004669373,0.0003233092,0.0001895194,0.001441784,0.0005895006,0.0005681587,0.0002490484,0.0002670939,0.001979454],"category_scores_gemma":[0.001489385,0.00018695,0.0002195362,0.002174993,0.0004434926,0.0003131354,0.000655776,0.0002855705,0.0001159759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009519999,"about_ca_system_score_gemma":0.001253445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02007185,"about_ca_topic_score_gemma":0.01520912,"domain_scores_codex":[0.9995995,0.00008417823,0.00004845197,0.00007815148,0.0001012309,0.00008837583],"domain_scores_gemma":[0.9988589,0.000104393,0.0007704921,0.00002135772,0.0001332621,0.000111536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006085922,0.00002401351,0.9816663,0.0003273128,0.00004001181,0.001207877,0.0009060348,0.0001661917,0.001331302,0.0002553058,0.0005924802,0.01342242],"study_design_scores_gemma":[0.000008561969,0.00008644076,0.9911731,0.0003455588,0.00002185277,0.003277774,0.001584593,0.0001450213,0.0001703709,0.000180431,0.002996593,0.000009738348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916501,0.004963028,0.0004132553,0.0006404097,0.00002958288,0.00006707241,0.0007020012,0.00001080595,0.001523794],"genre_scores_gemma":[0.9959171,0.003148649,0.00041567,0.00008729818,0.00001556603,0.00002270095,0.0002187429,0.000002198748,0.0001719934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02007185,"threshold_uncertainty_score":0.03991008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1384945564127587,"score_gpt":0.3122811567217814,"score_spread":0.1737866003090227,"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."}}