{"id":"W2152648358","doi":"10.1089/fpd.2009.0264","title":"Principles, Applications, and Limitations of Automated Ribotyping as a Rapid Method in Food Safety","year":2009,"lang":"en","type":"review","venue":"Foodborne Pathogens and Disease","topic":"Listeria monocytogenes in Food Safety","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Subtyping; Ribotyping; Listeria monocytogenes; Genotyping; Biology; Foodborne pathogen; Food microbiology; Computational biology; Microbiology; Biotechnology; Computer science; Genotype; Genetics; Bacteria","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":[0.002817891,0.001347274,0.001886977,0.003362745,0.0005341285,0.002076512,0.001913655,0.002562565,0.00279432],"category_scores_gemma":[0.002375281,0.0007481791,0.0006883667,0.004119011,0.001957681,0.003209853,0.00134303,0.00278287,0.00444722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001513267,"about_ca_system_score_gemma":0.0015412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001131825,"about_ca_topic_score_gemma":0.0009495766,"domain_scores_codex":[0.9984403,0.0003510113,0.0001535413,0.0002932447,0.0006848426,0.00007702952],"domain_scores_gemma":[0.9978665,0.001259306,0.0002089694,0.0001114611,0.0004781196,0.00007574834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005648879,0.00009902365,0.0002904827,0.009370178,0.0000425569,0.0002765668,0.0001116862,0.0007564628,0.007258228,0.01356293,0.01053911,0.9576364],"study_design_scores_gemma":[0.00001145614,0.0001754537,0.0009586524,0.002853314,0.00004888043,0.001734755,0.0001311403,0.0003764232,0.005537262,0.01075008,0.9773557,0.00006680443],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003301994,0.9919615,0.00317998,0.0007482232,0.0003334518,0.00001298309,0.00002085635,0.00002658704,0.003386192],"genre_scores_gemma":[0.00186111,0.9902273,0.005159832,0.000480337,0.0002533432,0.00003140308,0.00004381669,0.000009002163,0.001933823],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003362745,"threshold_uncertainty_score":0.01490259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.125102060002539,"score_gpt":0.3673619856560482,"score_spread":0.2422599256535092,"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."}}