{"id":"W2416334322","doi":"","title":"FoodNet Canada's Source Attribution of Campylobacteriosis Using an Innovative Subtyping Method of Comparative Genomic Fingerprinting","year":2015,"lang":"en","type":"article","venue":"2015 Annual Meeting (July 25 - 28, 2015)","topic":"Salmonella and Campylobacter epidemiology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Agency of Canada","funders":"","keywords":"Subtyping; Campylobacteriosis; DNA profiling; Computational biology; Attribution; Biology; Genetics; Computer science; Campylobacter jejuni; Psychology; Bacteria; Social psychology; Programming language","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002099264,0.0004799878,0.0002838771,0.004908153,0.001559227,0.001584893,0.0007983338,0.0004429908,0.002148238],"category_scores_gemma":[0.003363547,0.0002863759,0.0003301351,0.004874615,0.0003833791,0.0003308308,0.0006799508,0.0004819184,0.0006156526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00858269,"about_ca_system_score_gemma":0.02092377,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9392769,"about_ca_topic_score_gemma":0.9758577,"domain_scores_codex":[0.9972683,0.0002107284,0.00009918797,0.0003427943,0.001792494,0.0002865403],"domain_scores_gemma":[0.995478,0.0002884642,0.000234016,0.0001659716,0.003550389,0.0002832055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001129091,0.0001636198,0.6907997,0.0004066948,0.000194424,0.0004488686,0.001967121,0.001534326,0.0679505,0.002018146,0.02626629,0.2071214],"study_design_scores_gemma":[0.00003457318,0.0001372501,0.9085563,0.0001272688,0.0001148371,0.000298757,0.001597953,0.003495918,0.02385573,0.0002298747,0.06148997,0.00006144457],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8025947,0.003912186,0.02724538,0.002163721,0.0004169215,0.000945425,0.08188263,0.001248077,0.07959089],"genre_scores_gemma":[0.8839812,0.00183805,0.06462166,0.0004398641,0.00004082012,0.0001743289,0.02745086,0.0002452725,0.02120806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06072307,"threshold_uncertainty_score":0.1221613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08356501302489469,"score_gpt":0.3228706905026282,"score_spread":0.2393056774777335,"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."}}