{"id":"W1972550366","doi":"10.1371/journal.pone.0079144","title":"DNA Barcode Identification of Freshwater Snails in the Family Bithyniidae from Thailand","year":2013,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Identification and Quantification in Food","field":"Biochemistry, Genetics and Molecular Biology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Division of Chemistry; Khon Kaen University; Office of the Higher Education Commission; Higher Education Research Promotion; Thammasat University; Ministry of Education","keywords":"DNA barcoding; Barcode; Identification (biology); Biology; DNA; Freshwater snail; Computational biology; Zoology; Genetics; Gastropoda; Ecology; 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":[0.0002751689,0.0002346194,0.0001982715,0.001300173,0.0003219736,0.0004130254,0.0001545946,0.0002731554,0.0005961845],"category_scores_gemma":[0.0009702482,0.0001426975,0.0001441573,0.0009999112,0.0004299124,0.0002259573,0.0003927111,0.0002631274,0.0002794376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001695084,"about_ca_system_score_gemma":0.000232672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001652862,"about_ca_topic_score_gemma":0.003140993,"domain_scores_codex":[0.9995727,0.00007124735,0.00007074753,0.0001049809,0.0001309222,0.00004939011],"domain_scores_gemma":[0.9987961,0.0002152083,0.0005790963,0.00004952369,0.0002316881,0.0001282878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004169041,0.0000765284,0.2768874,0.0003621863,0.00004885334,0.0005947481,0.002012259,0.0003114961,0.6976143,0.0001119656,0.00009090512,0.02147244],"study_design_scores_gemma":[0.00001797698,0.0005597516,0.8807814,0.0001209591,0.0000865571,0.002920268,0.00239218,0.002235294,0.1081018,0.0001221685,0.002621004,0.00004057763],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980307,0.0002096125,0.000894924,0.00001928397,0.000005554778,0.00002469618,0.0003859178,0.000009725668,0.0004194934],"genre_scores_gemma":[0.995474,0.0002466525,0.002795423,0.00002361517,0.000003939816,0.00003426651,0.001041835,0.000005939035,0.0003742307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001652862,"threshold_uncertainty_score":0.003286421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03648457777042555,"score_gpt":0.2308263943917864,"score_spread":0.1943418166213609,"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."}}