{"id":"W4225288573","doi":"10.1186/s12916-022-02347-8","title":"Etiological spectrum of persistent fever in the tropics and predictors of ubiquitous infections: a prospective four-country study with pooled analysis","year":2022,"lang":"en","type":"article","venue":"BMC Medicine","topic":"Leptospirosis research and findings","field":"Immunology and Microbiology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Seventh Framework Programme; European Commission","keywords":"Medicine; Typhoid fever; Malaria; Leptospirosis; Brucellosis; Tuberculosis; Dengue fever; Immunology; Internal medicine; Rapid diagnostic test; Leptospira; Tropical medicine; Visceral leishmaniasis; Leishmaniasis; Virology; Pathology","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":[0.003927908,0.0008730341,0.001159455,0.002032825,0.0004644985,0.0009454164,0.0006361312,0.0006691974,0.001792041],"category_scores_gemma":[0.004678326,0.0006252269,0.00283039,0.002485279,0.0005228596,0.0006069384,0.001276769,0.0005448792,0.0002273362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000280937,"about_ca_system_score_gemma":0.0003503484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00358559,"about_ca_topic_score_gemma":0.002521378,"domain_scores_codex":[0.9969302,0.00153704,0.0003212779,0.0007589348,0.0002046902,0.0002479391],"domain_scores_gemma":[0.9949826,0.001304403,0.001894684,0.00100755,0.0004475158,0.0003632344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004691751,0.00002230163,0.9964844,0.00003586012,0.001919005,0.00007430574,0.0000609142,0.00007155693,0.0002056427,0.000009639259,0.00004874749,0.0005985431],"study_design_scores_gemma":[0.00005283467,0.0004125918,0.9964359,0.00002500784,0.001590002,0.0002543692,0.0003946395,0.0005672778,0.00008873764,0.00002488586,0.0001432557,0.00001058024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975033,0.0009368924,0.0005652382,0.00001510531,0.00000900696,0.00003802422,0.0007447933,0.000007258571,0.0001802344],"genre_scores_gemma":[0.9991522,0.0001276697,0.0001686662,0.00001477573,0.000008748562,0.00002763564,0.0004645046,0.000003370768,0.00003246068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003927908,"threshold_uncertainty_score":0.02077299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01667143846777252,"score_gpt":0.2529835896396561,"score_spread":0.2363121511718835,"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."}}