{"id":"W6893268703","doi":"10.5281/zenodo.15388947","title":"Culicoides","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; Taxonomy (biology); Ceratopogonidae; Larva; Taxon","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001787931,0.00008202412,0.00008121961,0.00003066269,0.00143284,0.0004600712,0.0006354501,0.00003719512,0.01517228],"category_scores_gemma":[0.0003747126,0.00004065358,0.00005102131,0.0005834824,0.0001134054,0.0001310269,0.0005741051,0.00009322565,0.004153658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004438732,"about_ca_system_score_gemma":9.543112e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005333724,"about_ca_topic_score_gemma":0.00000302621,"domain_scores_codex":[0.9991014,0.0001371078,0.000122106,0.0002598773,0.0001554509,0.000224079],"domain_scores_gemma":[0.9995412,0.00002869013,0.00003305094,0.00008487517,0.0002186125,0.00009356018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006268512,0.0001852101,0.00007639604,0.00002298687,0.00003215503,0.000008112086,0.00008531213,0.000004775717,0.1491432,0.02321373,0.3230555,0.5041099],"study_design_scores_gemma":[0.00008645706,0.0001160911,0.03586921,0.00001406719,0.000007519391,0.000006755568,0.0002255314,0.00003119929,0.001003494,0.0003940618,0.9621586,0.00008704723],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6365361,0.0003417266,0.00009408742,0.005248523,0.00009674316,0.0004013236,0.0002853578,0.001465951,0.3555303],"genre_scores_gemma":[0.9973637,0.00005089598,0.00002396375,0.0004567734,0.00009297179,2.214234e-8,0.0005926762,0.00003107522,0.001387927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6391031,"threshold_uncertainty_score":0.9998671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03057245238296695,"score_gpt":0.235031891392089,"score_spread":0.204459439009122,"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."}}