{"id":"W4389548800","doi":"10.1111/zsc.12640","title":"Cracking the glass‐perchlet code: Integrative taxonomy uncovers high species‐level diversity within the glass‐perchlet genus <i>Ambassis</i> (Ambassidae) in tropical Asia","year":2023,"lang":"en","type":"article","venue":"Zoologica Scripta","topic":"Identification and Quantification in Food","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Natural Resources","keywords":"Biology; DNA barcoding; Genus; Zoology; Taxonomy (biology); Ecology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003833793,0.000278258,0.0002671423,0.002547387,0.0004970889,0.0007753932,0.0002907138,0.0002095114,0.0008922895],"category_scores_gemma":[0.0006566006,0.000113183,0.0002673941,0.001501535,0.0005505327,0.0006866647,0.001197257,0.000240494,0.0002048351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002992723,"about_ca_system_score_gemma":0.0003019462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003933825,"about_ca_topic_score_gemma":0.01090668,"domain_scores_codex":[0.9997668,0.00003643798,0.0000225906,0.0000949876,0.00004273741,0.00003636154],"domain_scores_gemma":[0.9995219,0.00007032567,0.000224502,0.00004348128,0.00007326191,0.00006662264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006906038,0.00002822222,0.9283313,0.000172267,0.00009893593,0.0001716011,0.006227636,0.000159954,0.03151757,0.0001765255,0.0001602656,0.03288673],"study_design_scores_gemma":[0.000001270633,0.00003756209,0.9954545,0.00003419777,0.00003102958,0.0001612711,0.002161785,0.0004873477,0.0006669733,0.00007496011,0.00088295,0.00000607851],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99888,0.0001892549,0.0003022132,0.00001308639,0.00000173484,0.00000787188,0.0001518832,0.000007858139,0.0004460715],"genre_scores_gemma":[0.99819,0.0001324239,0.001080621,0.00001563267,0.000003187032,0.00001153839,0.0004026197,0.000003830093,0.0001601222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003933825,"threshold_uncertainty_score":0.007821858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08773764017298644,"score_gpt":0.2685438755614913,"score_spread":0.1808062353885048,"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."}}