{"id":"W6968310149","doi":"10.5281/zenodo.15388953","title":"Culicoides Latreille 1809","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Vector-Borne Animal Diseases","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal British Columbia Museum","funders":"","keywords":"Subgenus; Culicoides; Ceratopogonidae; Taxonomy (biology); Larva","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":[0.0002223449,0.0004780005,0.0002104153,0.001436928,0.0006770468,0.0004267209,0.000589245,0.0004024732,0.01275244],"category_scores_gemma":[0.0003053588,0.00009638656,0.0001603537,0.0003693596,0.0002038277,0.00045502,0.0005136751,0.000293301,0.003846388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007554805,"about_ca_system_score_gemma":0.0003017923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03351233,"about_ca_topic_score_gemma":0.06370295,"domain_scores_codex":[0.9997779,0.00002351352,0.00001642363,0.00007559914,0.00006295645,0.00004364724],"domain_scores_gemma":[0.9998572,0.00001953042,0.00004525555,0.00001096993,0.00004628954,0.00002079738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001042164,0.0003744753,0.2156714,0.001324125,0.0001806422,0.004107211,0.002103259,0.0008062467,0.2138354,0.007006132,0.06237403,0.4911748],"study_design_scores_gemma":[0.00006090638,0.0007387551,0.6155838,0.0005294882,0.0001041925,0.0103085,0.001308127,0.00100252,0.01036459,0.0009468341,0.3589965,0.00005575971],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5245303,0.0160323,0.004063659,0.00081383,0.0006407578,0.0005717492,0.01608644,0.001037619,0.4362234],"genre_scores_gemma":[0.9319214,0.001994758,0.003674875,0.0009112126,0.00008379523,0.0001182072,0.01397978,0.00003577989,0.04728026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03351233,"threshold_uncertainty_score":0.06663454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02746513413840943,"score_gpt":0.2307025313108984,"score_spread":0.203237397172489,"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."}}