{"id":"W6949695766","doi":"10.5281/zenodo.15388954","title":"Culicoides Latreille 1809","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Health, Nursing, Elderly Care","field":"Health Professions","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":[0.0002531508,0.0005416026,0.0002098057,0.001409158,0.0007530173,0.0005044107,0.0006849585,0.0005357716,0.0113895],"category_scores_gemma":[0.0004010402,0.0001214463,0.0001709988,0.0003688266,0.0002487805,0.0006034948,0.0005731532,0.0003198024,0.003478917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008836165,"about_ca_system_score_gemma":0.0003202397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03614116,"about_ca_topic_score_gemma":0.06014974,"domain_scores_codex":[0.9997169,0.00002593964,0.00002215405,0.00009321531,0.000083335,0.00005840858],"domain_scores_gemma":[0.9998179,0.00002618646,0.00005487977,0.00001274504,0.00006612628,0.00002215849],"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":[0.00105301,0.000366131,0.2417683,0.001548407,0.0002326008,0.006184781,0.002595484,0.001045686,0.1542351,0.00685734,0.08649279,0.4976204],"study_design_scores_gemma":[0.00007404045,0.0007613717,0.6093104,0.0008148032,0.0001249928,0.01338461,0.002057012,0.001353891,0.01063566,0.001308637,0.3601077,0.00006681398],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4983265,0.02171204,0.004387486,0.001310787,0.0008665153,0.0005838387,0.01613156,0.000978677,0.4557026],"genre_scores_gemma":[0.9427061,0.002927824,0.003513033,0.001327439,0.0001169201,0.0001110199,0.01082263,0.0000327199,0.03844238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03614116,"threshold_uncertainty_score":0.07186157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06365105653852354,"score_gpt":0.382382361187858,"score_spread":0.3187313046493344,"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."}}