{"id":"W4401086963","doi":"10.1111/1541-4337.13401","title":"Twenty‐three years of PCR‐based seafood authentication assay development: What have we learned?","year":2024,"lang":"en","type":"review","venue":"Comprehensive Reviews in Food Science and Food Safety","topic":"Identification and Quantification in Food","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Biology; Computational biology; Primer (cosmetics); Polymerase chain reaction; Cytochrome b; Tuna; In silico; Molecular biology; Fish <Actinopterygii>; Mitochondrial DNA; Gene; Fishery; Genetics; Chemistry","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":[0.04773828,0.001751486,0.002595626,0.004855445,0.001283936,0.007856732,0.003015771,0.003671211,0.003150876],"category_scores_gemma":[0.07856036,0.001194588,0.002358695,0.005186048,0.005356969,0.01174661,0.002994275,0.006703022,0.001961352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004376122,"about_ca_system_score_gemma":0.01279349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005209581,"about_ca_topic_score_gemma":0.007779277,"domain_scores_codex":[0.9852583,0.004886162,0.002633035,0.002554299,0.003806795,0.0008613844],"domain_scores_gemma":[0.8382314,0.08733426,0.01312764,0.005142523,0.05124543,0.004918702],"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":[0.0002847986,0.0001396711,0.006507784,0.02272244,0.0003496638,0.0003522734,0.002463174,0.0005576394,0.001901868,0.003171473,0.02411899,0.9374303],"study_design_scores_gemma":[0.00004446392,0.001230152,0.02014596,0.05003167,0.001076084,0.002093739,0.007846351,0.000617223,0.005909686,0.009818064,0.9008245,0.0003621974],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008218532,0.9399717,0.006582133,0.03569097,0.005881894,0.0001041053,0.0003636057,0.0001797287,0.003007337],"genre_scores_gemma":[0.03071237,0.9301954,0.01129992,0.02022284,0.004291401,0.0001487713,0.0009677809,0.0001418489,0.002019663],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04773828,"threshold_uncertainty_score":0.2524671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1489657999550222,"score_gpt":0.3729682985699807,"score_spread":0.2240024986149585,"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."}}