{"id":"W3138212790","doi":"10.1186/s12879-021-06223-3","title":"Predictors of aetiology and outcomes of acute gastrointestinal illness in returning travellers: a retrospective cohort analysis","year":2021,"lang":"en","type":"article","venue":"BMC Infectious Diseases","topic":"Travel-related health issues","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Medicine; Etiology; Medical microbiology; Retrospective cohort study; Internal medicine; Cohort; Irritable bowel syndrome; Bloody diarrhea; Cohort study; Pediatrics; Diarrhea; Immunology","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":[0.001460695,0.0003640276,0.0005501219,0.00125526,0.0004926517,0.0009919958,0.0006633173,0.0004826686,0.001504011],"category_scores_gemma":[0.003837438,0.0005518981,0.0009350828,0.001349031,0.0003858535,0.0006385098,0.0009501215,0.0008355121,0.000304568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000520209,"about_ca_system_score_gemma":0.0005865893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009680674,"about_ca_topic_score_gemma":0.008909497,"domain_scores_codex":[0.9989591,0.00020606,0.0001795003,0.0003014268,0.0001795715,0.000174451],"domain_scores_gemma":[0.9971932,0.0003869115,0.001272852,0.0003973141,0.0003311715,0.0004185314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007369363,0.0000203795,0.9992225,0.00001051096,0.00005644578,0.0001069438,0.000096668,0.00001950277,0.0000476126,0.000005922961,0.00006867312,0.0002710416],"study_design_scores_gemma":[0.000008374155,0.0001690245,0.9981753,0.00001913683,0.00006751395,0.0007081666,0.0005104915,0.0001599326,0.00002615346,0.00001378318,0.0001350267,0.000007056348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992589,0.0001669255,0.00006155015,0.00001589907,0.000003226363,0.00001912813,0.0003542195,0.000003397928,0.0001167092],"genre_scores_gemma":[0.999331,0.0001080245,0.00007202201,0.00001589241,0.000004264227,0.00002232383,0.0003863688,0.000002875651,0.0000571786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009680674,"threshold_uncertainty_score":0.01924866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008730670262310804,"score_gpt":0.2837342412435158,"score_spread":0.275003570981205,"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."}}