{"id":"W2580034160","doi":"10.5740/jaoacint.16-0290","title":"Detection, Enumeration, and Isolation of Vibrio parahaemolyticus and V. vulnificus from Seafood: Development of a Multidisciplinary Protocol","year":2016,"lang":"en","type":"article","venue":"Journal of AOAC International","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Health Canada","funders":"","keywords":"Vibrio vulnificus; Vibrio parahaemolyticus; Enumeration; Microbiology; Biology; Isolation (microbiology); Vibrio; Agar; Contamination; Agar plate; Vibrionaceae; Food science; Bacteria; 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":[0.0001992766,0.00007207064,0.0001220754,0.00007559142,0.00003817475,0.00001129776,0.00007722755,0.00004780162,0.00001530343],"category_scores_gemma":[0.0001504066,0.00004903708,0.00003206223,0.00002444738,0.00007981931,0.00002200267,0.0001047059,0.00003849688,3.451716e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002330344,"about_ca_system_score_gemma":0.0001007448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005203036,"about_ca_topic_score_gemma":0.00002794346,"domain_scores_codex":[0.9991857,0.0000345083,0.0004061536,0.0001060789,0.0002029839,0.00006451573],"domain_scores_gemma":[0.9990212,0.00003232379,0.0003594335,0.00006016007,0.0004876843,0.00003920347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005259189,0.00005293592,0.01965229,0.00001512386,0.0001830991,0.000001107468,0.000259682,0.000003825824,0.9710687,0.00000767338,0.0000375708,0.008192072],"study_design_scores_gemma":[0.00145286,0.0003671981,0.1867778,0.00007889315,0.000009214662,0.00002750388,0.00007244406,0.00008999981,0.8098463,0.0001537955,0.001061185,0.00006276116],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867511,0.00004093909,0.01169416,0.0002068098,0.00007321125,0.001180623,0.00002154172,0.000001028469,0.00003061246],"genre_scores_gemma":[0.992465,0.00002656044,0.007080395,0.00000402153,0.0001206395,0.000216318,0.000004504214,0.000005543651,0.00007706665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1671255,"threshold_uncertainty_score":0.1999674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01192138295280839,"score_gpt":0.296620254591229,"score_spread":0.2846988716384206,"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."}}