{"id":"W4388416479","doi":"10.22541/au.169925313.33690700/v1","title":"Relevance of gut microbiome research in food safety assessment","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Health Canada","funders":"","keywords":"Gut microbiome; Microbiome; Food safety; Human health; Gut flora; Risk assessment; Biology; Biotechnology; Environmental health; Medicine; Bioinformatics; Immunology; Food science; Computer science","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":[0.01104534,0.001273757,0.001479667,0.002004195,0.0009089399,0.005035387,0.0008536186,0.003756115,0.006412969],"category_scores_gemma":[0.01832852,0.0003489052,0.001205314,0.001425485,0.002891729,0.005224714,0.00361843,0.003968832,0.00171563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001532566,"about_ca_system_score_gemma":0.004041518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001735295,"about_ca_topic_score_gemma":0.001368968,"domain_scores_codex":[0.9946464,0.002990639,0.0001692338,0.0006925166,0.001292388,0.0002088706],"domain_scores_gemma":[0.9854732,0.008789673,0.001050071,0.001367168,0.002588853,0.0007310933],"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":[0.0006478942,0.0003175452,0.02928173,0.009282461,0.000782974,0.001339016,0.001883052,0.01557126,0.0369786,0.169747,0.03368544,0.700483],"study_design_scores_gemma":[0.00005103489,0.0005031953,0.02157554,0.005182078,0.0002856085,0.0009247616,0.002450763,0.008953571,0.01582801,0.6806986,0.2633374,0.0002094141],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.06792435,0.4039775,0.3020147,0.1468052,0.01204378,0.0005171695,0.003049162,0.001009569,0.06265859],"genre_scores_gemma":[0.4387207,0.2617285,0.2535667,0.02205109,0.008770305,0.0005571832,0.001772519,0.0005003721,0.01233259],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01104534,"threshold_uncertainty_score":0.05841404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1735605770504097,"score_gpt":0.428964513728271,"score_spread":0.2554039366778614,"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."}}