{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005393033,0.0002413049,0.0002835478,0.0000946084,0.00001481019,0.000003424112,0.0002007848,0.0005955169,0.000496114],"category_scores_gemma":[0.00002458305,0.0001795104,0.0001642595,0.00004951008,0.0001073303,5.390895e-7,0.00008173391,0.0001062678,0.00005108597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004243786,"about_ca_system_score_gemma":0.0000738324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007865742,"about_ca_topic_score_gemma":0.000068683,"domain_scores_codex":[0.9991554,0.00005234377,0.0001864386,0.0003601772,0.00005380389,0.0001918069],"domain_scores_gemma":[0.9992383,0.000006000234,0.0001580769,0.0005102425,0.00002657305,0.00006084009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007216848,0.0002761279,0.001127152,0.00007062071,0.0007682987,0.00002772853,0.000005688967,0.000008973919,0.03198923,0.001049741,0.9053449,0.05925938],"study_design_scores_gemma":[0.0002192826,0.000189986,0.00001032531,0.00003336215,0.00003187473,0.000006560587,0.000003486746,7.230797e-7,0.02419737,0.00002015047,0.9750557,0.0002312091],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0004015679,0.002345517,0.001846408,0.00004853926,0.0001323371,0.0003379475,0.00003770025,0.00003063116,0.9948193],"genre_scores_gemma":[0.6255876,0.0007229432,0.00698574,0.001258512,0.0004177327,0.00008583632,0.0005951121,0.000213853,0.3641327],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6306866,"threshold_uncertainty_score":0.7320223,"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."}}