{"id":"W4224319939","doi":"10.7717/peerj.13267","title":"A DNA barcode survey of insect biodiversity in Pakistan","year":2022,"lang":"en","type":"article","venue":"PeerJ","topic":"Lepidoptera: Biology and Taxonomy","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Canada First Research Excellence Fund; Higher Education Commision, Pakistan; Government of Canada","keywords":"Barcode; DNA barcoding; Fauna; Biology; Biodiversity; Hemiptera; Lepidoptera genitalia; Zoology; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002323512,0.0001888401,0.0001208639,0.002626932,0.0008064893,0.0003502943,0.0002561058,0.0002934103,0.001256519],"category_scores_gemma":[0.0005367425,0.000145549,0.0001061897,0.00275377,0.0003615223,0.0003879189,0.0003997026,0.0002763857,0.0003857463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005455724,"about_ca_system_score_gemma":0.001078692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02584437,"about_ca_topic_score_gemma":0.03445404,"domain_scores_codex":[0.9996806,0.00003118346,0.00002192512,0.00006465795,0.0001401241,0.00006150857],"domain_scores_gemma":[0.9992041,0.00007621606,0.0003072287,0.00002558314,0.0002855766,0.0001013589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000110822,0.0001417391,0.83912,0.0002355557,0.00003955022,0.001508092,0.003470905,0.000391886,0.03229143,0.0004953152,0.002753087,0.1194417],"study_design_scores_gemma":[0.000005635011,0.0002038475,0.9831024,0.00005077801,0.0000126731,0.001020548,0.002334104,0.0004144007,0.002086733,0.0001034078,0.01064943,0.00001612375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867662,0.000577346,0.001813827,0.0002453486,0.00002650298,0.0001025034,0.005033145,0.00002450022,0.005410699],"genre_scores_gemma":[0.9885464,0.0007215338,0.004722177,0.0001473456,0.00002129715,0.00004954971,0.004077078,0.000004255515,0.001710296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02584437,"threshold_uncertainty_score":0.05138785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02908993729565464,"score_gpt":0.2604471035405642,"score_spread":0.2313571662449096,"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."}}