{"id":"W4415879881","doi":"10.58931/cait.2025.5283","title":"Venom Immunotherapy in 2025: Practical Insights for Community Allergists","year":2025,"lang":"","type":"article","venue":"Canadian allergy & immunology today.","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Venom; Immunotherapy; Allergy; Anaphylaxis; Bee venom; Immunopathology","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001507726,0.0009507567,0.00162677,0.003022538,0.001707025,0.0001502398,0.001491609,0.001988223,0.002692279],"category_scores_gemma":[0.00171423,0.001066587,0.0005606223,0.001907615,0.001753264,0.0003266606,0.0003355426,0.005104764,0.000388989],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002719397,"about_ca_system_score_gemma":0.01397397,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.227698,"about_ca_topic_score_gemma":0.7972582,"domain_scores_codex":[0.9920976,0.002005378,0.001544887,0.001094477,0.0003782509,0.002879367],"domain_scores_gemma":[0.9940285,0.001862897,0.0002608805,0.002302529,0.0006564322,0.0008887351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02487591,0.009617364,0.001999604,0.001504548,0.03452263,0.004421224,0.01760243,0.000357748,0.02366345,0.4256574,0.2232081,0.2325695],"study_design_scores_gemma":[0.009515056,0.002162823,0.04537186,0.0008967329,0.00002662208,0.00005060752,0.003442505,0.0004960665,0.0005611678,0.004228317,0.9324555,0.0007927599],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4282125,0.2262736,0.0004266949,0.1361459,0.009324464,0.006374296,0.0003030347,0.0002207955,0.1927188],"genre_scores_gemma":[0.9422993,0.0201916,0.0003067574,0.007505954,0.0002859242,0.0005435152,0.0004449812,0.0001439571,0.028278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7092474,"threshold_uncertainty_score":0.9995926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03267667772557652,"score_gpt":0.3346961161328544,"score_spread":0.3020194384072779,"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."}}