{"id":"W4415396287","doi":"10.1101/2025.10.20.25338336","title":"High Levels of Co-detection of Norovirus and Other Enteric Pathogens in Hospitalized Patients with and without Acute Gastroenteritis in Bangladesh","year":2025,"lang":"","type":"preprint","venue":"medRxiv","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Centers for Disease Control and Prevention; International Centre for Diarrhoeal Disease Research, Bangladesh","keywords":"Norovirus; Acute gastroenteritis; Age groups; Disease; Diarrhea","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":[0.0003627028,0.0003274394,0.0003581874,0.0007748732,0.0003682582,0.0009176277,0.0002917072,0.0003770598,0.0023622],"category_scores_gemma":[0.002091562,0.0002492354,0.0002272682,0.0008917081,0.0004569459,0.000436179,0.0006117305,0.0003794491,0.0003060997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005019048,"about_ca_system_score_gemma":0.0002917623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005565675,"about_ca_topic_score_gemma":0.004325052,"domain_scores_codex":[0.9991673,0.0001665441,0.0001958749,0.0001906501,0.0001390898,0.00014055],"domain_scores_gemma":[0.9980575,0.000346967,0.0009968098,0.00007647782,0.0002445897,0.0002775162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005374373,0.000006258206,0.9987611,0.00001271871,0.00001071717,0.000118099,0.00009579321,0.000009405132,0.0004500639,0.000006622388,0.00003272879,0.0004426868],"study_design_scores_gemma":[0.000004286654,0.00006996877,0.9975544,0.00001659085,0.00001161377,0.0007356672,0.001148134,0.00007017244,0.0002032634,0.0000225878,0.0001577819,0.000005517974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988471,0.0002148592,0.00004584255,0.00003520519,0.000003486973,0.000006042707,0.0003522811,0.00000237836,0.000492741],"genre_scores_gemma":[0.9996542,0.00008730494,0.00003561916,0.00001248148,0.000003823468,0.000003922435,0.0001518637,7.562144e-7,0.00005008665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005565675,"threshold_uncertainty_score":0.01106656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01697738027818372,"score_gpt":0.2914325946263755,"score_spread":0.2744552143481918,"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."}}