{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001502701,0.0001040195,0.0001469439,0.00001407721,0.0001863784,0.00003440572,0.0001730777,0.00007005691,0.002349587],"category_scores_gemma":[0.00008237614,0.00004559545,0.00004115153,0.000102385,0.00006693931,0.0001137262,0.0003259926,0.00008244978,0.0002085137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001791329,"about_ca_system_score_gemma":0.000003106727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001435019,"about_ca_topic_score_gemma":0.003032433,"domain_scores_codex":[0.9991844,0.0001049311,0.0001048626,0.0002679979,0.0001001485,0.0002376791],"domain_scores_gemma":[0.9996493,0.0001547321,0.0000329692,0.00004254129,0.00002028097,0.0001002109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003187775,0.00005926541,0.9297395,0.000007281487,0.00000627285,0.00001727977,0.0001587119,8.546859e-7,0.05719893,0.002863107,0.001725626,0.008191337],"study_design_scores_gemma":[0.0001408251,0.0001278119,0.994776,0.000008324545,0.000006829706,0.000001739308,0.00007881667,0.00007034475,0.0006880694,0.001461064,0.00251197,0.0001282004],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914511,0.00008747045,0.000002660907,0.0009347392,0.00004365596,0.00007871783,0.000009052203,0.00002889172,0.007363696],"genre_scores_gemma":[0.9987891,0.00002926109,0.00004183685,0.0006174146,0.00009708423,0.000003528141,0.000009293371,6.505308e-7,0.0004118097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06503655,"threshold_uncertainty_score":0.9985624,"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."}}