{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005397157,0.000920711,0.0009808238,0.001108925,0.002180813,0.004940291,0.001408568,0.008139174,0.02480425],"category_scores_gemma":[0.009054879,0.000347316,0.001122409,0.0006617977,0.002011655,0.006569047,0.003598494,0.009897793,0.00727082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003047611,"about_ca_system_score_gemma":0.0102763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004483395,"about_ca_topic_score_gemma":0.01398203,"domain_scores_codex":[0.9980308,0.0008284114,0.0001181156,0.0001418985,0.0004275544,0.0004530808],"domain_scores_gemma":[0.9916577,0.002210173,0.0003406033,0.0002357297,0.002320604,0.003235322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002883225,0.0005595161,0.002464355,0.001751641,0.00006431303,0.001054329,0.0008879012,0.0002830918,0.0009694992,0.02512867,0.5116868,0.4548615],"study_design_scores_gemma":[0.0001172687,0.0003786877,0.001981359,0.004179293,0.00006352537,0.001162737,0.003281219,0.0002935543,0.0002217183,0.03231448,0.9559454,0.00006082404],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002162797,0.2904075,0.001548351,0.6575068,0.02354972,0.00005266583,0.0001772385,0.000169709,0.02442528],"genre_scores_gemma":[0.04802579,0.5327608,0.01085181,0.3210516,0.0557192,0.0002978957,0.0005874057,0.0001313785,0.03057397],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02480425,"threshold_uncertainty_score":0.08297855,"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."}}