{"id":"W4399887745","doi":"10.1111/all.16204","title":"Global availability and uptake of psychological services for adults, caregivers and children with food allergy","year":2024,"lang":"en","type":"article","venue":"Allergy","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Children's Hospital Research Institute of Manitoba","funders":"Medical Research Council; European Academy of Allergy and Clinical Immunology; National Peanut Board; Aimmune Therapeutics; Novartis","keywords":"Mental health; Distress; Psychological distress; Medicine; Anxiety; Food allergy; Quality of life (healthcare); Psychiatry; Clinical psychology; Allergy; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.0001108176,0.0001610308,0.0002580982,0.00005430337,0.0000573154,0.00002699628,0.00009273265,0.0001228536,0.0000814588],"category_scores_gemma":[0.00001761103,0.0001122109,0.00006442217,0.0001903232,0.0002355807,0.00007172485,0.00006351039,0.0001072417,0.000001816169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001892492,"about_ca_system_score_gemma":0.00004539338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002223502,"about_ca_topic_score_gemma":0.001876493,"domain_scores_codex":[0.9988372,0.00002185084,0.000182161,0.0004878092,0.0002177554,0.0002531727],"domain_scores_gemma":[0.9994425,0.00004621175,0.00002788701,0.0002128246,0.00009863512,0.0001719525],"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":[0.03361186,0.003507029,0.09298745,0.0091906,0.01956809,0.0003116154,0.009035704,0.00006655326,0.001930423,0.07853601,0.0180879,0.7331668],"study_design_scores_gemma":[0.005553585,0.01300307,0.8860588,0.0006000522,0.00002561733,0.0002927761,0.001286113,0.0006083447,0.0002065094,0.0008268615,0.09118807,0.0003501959],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902265,0.007019942,0.00002343882,0.0007736093,0.00004511587,0.0003388606,0.0001065499,0.00005581638,0.001410131],"genre_scores_gemma":[0.9979025,0.001152909,0.0005565798,0.00008887513,0.00007484412,0.00002528667,0.00006343914,0.00001385181,0.0001216724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7930714,"threshold_uncertainty_score":0.4575826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01504520675682838,"score_gpt":0.2923861405595472,"score_spread":0.2773409338027188,"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."}}