{"id":"W4412601116","doi":"10.1097/qco.0000000000001131","title":"Travellers’ diarrhoea – solidifying our knowledgebase","year":2025,"lang":"en","type":"article","venue":"Current Opinion in Infectious Diseases","topic":"Travel-related health issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Medicine; Irritable bowel syndrome; Intensive care medicine; Antibiotic resistance; Microbiome; Diarrhea; Traveler's diarrhea; Disease; Antibiotics; Bioinformatics; Pathology; Internal medicine; Microbiology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001451034,0.0002771759,0.0004490945,0.0007017537,0.0001604197,0.00003241424,0.0001022105,0.0001449106,0.0001034159],"category_scores_gemma":[0.0004470038,0.000272692,0.0001712065,0.0007987585,0.00005134337,0.0001011134,0.00006385134,0.0005068172,0.0002324141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003529923,"about_ca_system_score_gemma":0.0006041222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004830285,"about_ca_topic_score_gemma":0.00001175408,"domain_scores_codex":[0.9981586,0.0001209307,0.0005552563,0.0004657512,0.0002075987,0.0004919136],"domain_scores_gemma":[0.9989402,0.0001235624,0.0001004206,0.0003672976,0.0001351176,0.0003333441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002337184,0.002525977,0.8701145,0.005753732,0.0001071674,0.00001062857,0.0008068554,0.0000796664,0.0000320172,0.003329948,0.04469042,0.07231536],"study_design_scores_gemma":[0.009311506,0.0003472866,0.8146833,0.008742328,0.0002481531,0.00002449346,0.0007105172,0.001033116,0.0001450055,0.00244268,0.1616877,0.0006239432],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6419471,0.2194948,0.003461631,0.008715769,0.08821642,0.006487922,0.0002590576,0.002813429,0.02860387],"genre_scores_gemma":[0.9941361,0.004417097,0.00001992669,0.0001359509,0.0006975843,0.0001871178,0.0001178806,0.0000314059,0.000256966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.352189,"threshold_uncertainty_score":0.9999725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04517526576990771,"score_gpt":0.4055789882771619,"score_spread":0.3604037225072542,"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."}}