{"id":"W2161871556","doi":"10.1093/ije/dyh413","title":"Prevalence of diarrhoea in the community in Australia, Canada, Ireland, and the United States","year":2005,"lang":"en","type":"article","venue":"International Journal of Epidemiology","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":164,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Government","keywords":"Medicine; Environmental health; Epidemiology; Geography; Demography; Family medicine; Sociology; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008488033,0.00007335961,0.0004107496,0.0001871705,0.0000197727,0.0000025029,0.0004362724,0.00005013607,0.00005174182],"category_scores_gemma":[0.009708797,0.00003773478,0.00006046523,0.00008534862,0.0004760119,0.00005083813,0.00006264223,0.0008941549,6.060898e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001169133,"about_ca_system_score_gemma":0.0001070137,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3832439,"about_ca_topic_score_gemma":0.2844248,"domain_scores_codex":[0.995008,0.00360749,0.0009225347,0.00006424365,0.0001772653,0.0002204764],"domain_scores_gemma":[0.9953812,0.003878677,0.0003552976,0.0001263356,0.0001942909,0.00006419874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001619989,0.00009354206,0.9875249,0.00002958551,0.000082042,0.00007916323,0.0006037004,0.001770894,0.00003174125,0.0008355014,0.005514364,0.001814533],"study_design_scores_gemma":[0.002984087,0.0002931361,0.9854433,0.0001750011,0.00001372832,0.0009723605,0.0004364664,0.0019076,0.000007874531,0.002601346,0.00513573,0.00002939107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9321061,0.0008045069,0.00007981937,0.06676106,0.00008920514,0.00009412796,0.00001980761,6.324641e-7,0.00004478182],"genre_scores_gemma":[0.9899061,0.00351428,0.0003159983,0.006068385,0.0001122688,0.000004077294,0.00001414929,0.000002745076,0.00006197397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09881914,"threshold_uncertainty_score":0.9986328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06824977200861994,"score_gpt":0.3908517524833697,"score_spread":0.3226019804747498,"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."}}