{"id":"W4410589894","doi":"10.1128/spectrum.00227-25","title":"Bacterial gastroenteritis in the world of culture-independent diagnostic testing: a study to evaluate the kinetics of bacterial shedding by culture and CIDT","year":2025,"lang":"en","type":"article","venue":"Microbiology Spectrum","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Laboratory of Public Health; Alberta Health Services; University of Alberta; University of Calgary","funders":"Calgary Laboratory Services","keywords":"Microbiological culture; Microbiology; Biology; Bacteria; Genetics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00205352,0.0003790628,0.0003687185,0.000770712,0.0006577468,0.00114754,0.0004020032,0.0005126523,0.0008906098],"category_scores_gemma":[0.005085279,0.0003857239,0.000345178,0.0009248308,0.0005903649,0.001140641,0.0008605837,0.0007966757,0.0002746973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008135999,"about_ca_system_score_gemma":0.0008081251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01316687,"about_ca_topic_score_gemma":0.01223682,"domain_scores_codex":[0.9989744,0.0003230798,0.00007502822,0.0001910669,0.0002449169,0.0001914477],"domain_scores_gemma":[0.9958967,0.0008830591,0.001637409,0.0002531535,0.0006825802,0.0006471843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004049304,0.0001395765,0.9980468,0.00000810218,0.00001852253,0.0000615132,0.0002490777,0.00001569051,0.0003232265,0.00001125616,0.00002812058,0.0006931957],"study_design_scores_gemma":[0.00001025861,0.0007900776,0.9981257,0.000006013127,0.00001298693,0.0001810423,0.0004886792,0.0001584492,0.00007934916,0.00001054966,0.0001312791,0.00000563272],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995034,0.0001269255,0.00006135895,0.00000772439,0.000002980925,0.00001403127,0.00009492011,0.000001253881,0.00018739],"genre_scores_gemma":[0.9994376,0.00008090163,0.0001042315,0.00002219341,0.000007233592,0.00001206952,0.0002006073,0.000001564756,0.0001333806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01316687,"threshold_uncertainty_score":0.02618045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01568496045690968,"score_gpt":0.311327975375419,"score_spread":0.2956430149185093,"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."}}