{"id":"W2128197377","doi":"10.1017/s0950268811001877","title":"Enrichment culture can bias the isolation of<i>Campylobacter</i>subtypes","year":2011,"lang":"en","type":"article","venue":"Epidemiology and Infection","topic":"Salmonella and Campylobacter epidemiology","field":"Agricultural and Biological Sciences","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Department for Environment, Food and Rural Affairs, UK Government","keywords":"Campylobacter; Biology; Isolation (microbiology); Broiler; Litter; Campylobacter jejuni; Enrichment culture; Microbiology; Significant difference; Campylobacter coli; Feces; Contamination; Food science; Bacteria; Veterinary medicine; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.001465294,0.0001347894,0.0002986156,0.00001276488,0.0002269683,0.000003350859,0.00009212067,0.0002242512,0.0002128015],"category_scores_gemma":[0.0005921018,0.0000428458,0.00009810914,0.0001594228,0.0001932872,0.00007188297,0.00004602108,0.0001712222,0.00001337151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001265946,"about_ca_system_score_gemma":0.000004089991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00244909,"about_ca_topic_score_gemma":0.000785006,"domain_scores_codex":[0.9982277,0.0008439922,0.000396446,0.0002524467,0.00003793996,0.0002414563],"domain_scores_gemma":[0.9986964,0.0008292078,0.0002877157,0.00007317719,0.00005351335,0.00005997526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003996391,0.00003651956,0.9714159,0.000004530304,0.00002796072,2.587883e-7,0.0003773109,0.00000204559,0.009126372,0.003891341,0.001076658,0.01400113],"study_design_scores_gemma":[0.00006397312,0.0003631573,0.9777429,0.000007178841,0.00002715346,0.00002346446,0.00007439337,0.00003792007,0.0008435464,0.008737767,0.01198671,0.00009187407],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949014,0.0005190586,0.0001245543,0.001066688,0.000320455,0.0001484976,0.000007898821,0.00004296334,0.002868494],"genre_scores_gemma":[0.9970964,0.001106122,0.0001310526,0.001277564,0.0002069152,0.00001817439,0.00003587412,7.561749e-7,0.0001272099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01390926,"threshold_uncertainty_score":0.3702308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07848041862829114,"score_gpt":0.2656519095471368,"score_spread":0.1871714909188457,"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."}}