{"id":"W4391948281","doi":"10.1093/jme/tjad172","title":"Highlights of Veterinary Entomology, 2022","year":2024,"lang":"en","type":"article","venue":"Journal of Medical Entomology","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Entomology; Veterinary medicine; Veterinary parasitology; Zoology; Immunology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001627599,0.0000862022,0.000283291,0.00007144057,0.00003436267,0.00001718337,0.0004984346,0.0002551963,0.04794539],"category_scores_gemma":[0.0003226053,0.00002886895,0.0001685314,0.0003156606,0.0002170375,0.00005552455,0.0001167846,0.0004925539,0.00002771132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002476694,"about_ca_system_score_gemma":0.00009072623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001585939,"about_ca_topic_score_gemma":0.00003994436,"domain_scores_codex":[0.9980246,0.0002676478,0.0004626807,0.0001201497,0.0008646307,0.0002602629],"domain_scores_gemma":[0.9985895,0.0009330391,0.0001075194,0.00003433339,0.0001040451,0.0002315994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006234642,0.0006538678,0.00293184,0.0002443901,0.0003653461,0.01701211,0.000619535,0.000002357102,0.4904832,0.05833722,0.02437947,0.4043472],"study_design_scores_gemma":[0.00173823,0.02498272,0.07362059,0.00107614,0.0001993934,0.04383028,0.0005678241,0.0008361838,0.02805662,0.0549036,0.7695012,0.0006872401],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979818,0.003703113,0.00001870097,0.01428883,0.001280959,0.00003980062,0.000006568866,0.00001236589,0.0008315901],"genre_scores_gemma":[0.9976935,0.001152383,0.00002534333,0.0001600255,0.0007190208,0.000001384932,0.000005013413,9.084373e-7,0.0002424526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7451217,"threshold_uncertainty_score":0.9529249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04345978414277311,"score_gpt":0.339572745985026,"score_spread":0.2961129618422529,"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."}}