{"id":"W6930958296","doi":"10.5281/zenodo.15388948","title":"Culicoides","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Virology and Viral Diseases","field":"Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001422911,0.0003874514,0.0001677367,0.001067461,0.0005457816,0.0003587065,0.0002633556,0.0001990119,0.005940512],"category_scores_gemma":[0.0001916157,0.00008567806,0.0001302132,0.0005185298,0.0002390921,0.00035319,0.0004260028,0.0002470326,0.001663509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006738513,"about_ca_system_score_gemma":0.0002750498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01406011,"about_ca_topic_score_gemma":0.02500123,"domain_scores_codex":[0.9998499,0.00001753458,0.00001561895,0.00006635442,0.00002701767,0.00002351387],"domain_scores_gemma":[0.9999239,0.000009011938,0.00003254315,0.000008712324,0.00001380588,0.00001192103],"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":[0.001413261,0.0004097496,0.2996464,0.002016398,0.0003064686,0.00432186,0.005177939,0.0008079609,0.1957707,0.008217108,0.02135026,0.4605619],"study_design_scores_gemma":[0.00004950595,0.0002884036,0.8209524,0.0002826352,0.0001513818,0.007022147,0.001708188,0.0007547853,0.01095589,0.001343078,0.1564668,0.00002475013],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8153857,0.02498666,0.003229295,0.0007740317,0.0003082119,0.0005020947,0.01314449,0.0004476045,0.1412219],"genre_scores_gemma":[0.9648697,0.004177644,0.003896116,0.0004792906,0.00004881315,0.0001089289,0.006560599,0.00001529389,0.0198436],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01406011,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02905765969619535,"score_gpt":0.2856966364715556,"score_spread":0.2566389767753603,"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."}}