{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003124885,0.001699174,0.001592103,0.002106436,0.0009051589,0.001123324,0.001867147,0.00116505,0.001231103],"category_scores_gemma":[0.0023078,0.0009754787,0.0008861649,0.001108428,0.0007492826,0.0008949835,0.002069305,0.001367165,0.002051173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004323713,"about_ca_system_score_gemma":0.002015943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001137723,"about_ca_topic_score_gemma":0.00199754,"domain_scores_codex":[0.9951987,0.0008619122,0.0006378719,0.0007540367,0.002202585,0.0003448387],"domain_scores_gemma":[0.9986237,0.0002232558,0.0001994482,0.0002183192,0.0006259805,0.0001093893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000511759,0.0001846164,0.0006707803,0.0001287016,0.00001273973,0.00006596041,0.00009312382,0.0003385515,0.9895819,0.0001810881,0.0001506526,0.008540587],"study_design_scores_gemma":[0.00003493976,0.001361249,0.007453919,0.0000847979,0.00008731655,0.0006982376,0.0002150158,0.005493751,0.9751453,0.0004332753,0.008907635,0.00008438164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1671128,0.001244195,0.8088738,0.0003790023,0.000173155,0.01497593,0.001666445,0.001236009,0.004338711],"genre_scores_gemma":[0.1071652,0.001628519,0.8672998,0.0002048469,0.00005049833,0.01391594,0.0036756,0.000200438,0.005859151],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003124885,"threshold_uncertainty_score":0.01652622,"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."}}