{"id":"W1590934083","doi":"10.1002/9781444308211.ch16","title":"Molecular Dimensions of Insect Taxonomy","year":2009,"lang":"en","type":"other","venue":"","topic":"Lepidoptera: Biology and Taxonomy","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Taxonomy (biology); Ecology; Computer science; Biology; Evolutionary biology; Geography; Data 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":[0.003813796,0.0005669538,0.001289217,0.006163445,0.001882616,0.007253319,0.001528463,0.00140111,0.00802839],"category_scores_gemma":[0.004589322,0.0006698185,0.000774058,0.004210815,0.005189647,0.01546733,0.002450959,0.004842913,0.00178907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003407812,"about_ca_system_score_gemma":0.002288198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002959954,"about_ca_topic_score_gemma":0.003996909,"domain_scores_codex":[0.9980986,0.0005875203,0.0002345669,0.000399873,0.0005215295,0.0001580929],"domain_scores_gemma":[0.99479,0.002182752,0.0006318751,0.0006865725,0.001166941,0.000542026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001235147,0.00006997475,0.009855392,0.001495752,0.00006527766,0.0001637662,0.001766994,0.001755768,0.01556708,0.5557952,0.01304472,0.4002965],"study_design_scores_gemma":[0.00001402524,0.0001218073,0.01991609,0.001370869,0.0000591306,0.0008567405,0.0024649,0.004750177,0.003343483,0.5650672,0.4019106,0.0001248934],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.07045318,0.4900524,0.1928433,0.08010165,0.004398535,0.0002736168,0.002600032,0.0008297172,0.1584476],"genre_scores_gemma":[0.2420939,0.3602559,0.3442449,0.00837914,0.005671914,0.0004284736,0.004094166,0.000314051,0.03451765],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.00802839,"threshold_uncertainty_score":0.02685761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01532740434141605,"score_gpt":0.2229144384034791,"score_spread":0.2075870340620631,"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."}}