{"id":"W2083045715","doi":"10.3897/zookeys.463.7964","title":"When DNA barcoding and morphology mesh: Ceratopogonidae diversity in Finnmark, Norway","year":2014,"lang":"en","type":"article","venue":"ZooKeys","topic":"Vector-Borne Animal Diseases","field":"Agricultural and Biological Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal British Columbia Museum","funders":"Norwegian Biodiversity Information Centre","keywords":"DNA barcoding; Barcode; Ceratopogonidae; Species complex; Biology; Morphology (biology); Zoology; Culicoides; Evolutionary biology; Biodiversity; Ecology; Genetics; Phylogenetic tree; Gene","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":[0.001047697,0.0002132734,0.0001902618,0.001510615,0.0004342955,0.0008245112,0.0003447041,0.0003074278,0.00159682],"category_scores_gemma":[0.002447829,0.0001613258,0.0001576724,0.001467417,0.0005011695,0.000534763,0.0007805787,0.0002391383,0.0003746657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008548786,"about_ca_system_score_gemma":0.000871173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05060771,"about_ca_topic_score_gemma":0.1671801,"domain_scores_codex":[0.9984572,0.0002774397,0.0002299856,0.0005414169,0.0002588422,0.000235109],"domain_scores_gemma":[0.9981503,0.0004646085,0.0008419845,0.0001288835,0.0003240045,0.00009024986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006555934,0.00001264671,0.9715016,0.00008152855,0.00002897524,0.0001660892,0.001188971,0.0003453613,0.003116639,0.000198319,0.001491253,0.02180313],"study_design_scores_gemma":[0.000003222764,0.00003005555,0.9903009,0.00007435409,0.00001569728,0.0003125776,0.002202748,0.0004906491,0.0007434764,0.0001482975,0.005670275,0.000007774445],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987752,0.0005993983,0.001582551,0.0001152603,0.0000545013,0.00002991168,0.005594554,0.00002715222,0.004244797],"genre_scores_gemma":[0.9869646,0.0001791546,0.005285264,0.00007734651,0.00001169133,0.00005934532,0.006041302,0.0000181486,0.001363178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05060771,"threshold_uncertainty_score":0.1006263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02441393011085972,"score_gpt":0.2088193410688848,"score_spread":0.1844054109580251,"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."}}