{"id":"W4390678686","doi":"10.2196/54163","title":"Mobile App/Web Platform for Monitoring Food Oral Immunotherapy in Children: Longitudinal Clinical Validation Study","year":2024,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Instituto de Salud Carlos III","keywords":"Oral immunotherapy; Mobile apps; Web application; Immunotherapy; Medicine; Longitudinal study; World Wide Web; Computer science; Immune system; Immunology; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005255288,0.0006142989,0.0007365647,0.000677455,0.0008249831,0.0008681261,0.0003849629,0.0007147681,0.001349147],"category_scores_gemma":[0.007107969,0.0004079482,0.0007815828,0.0004928798,0.0007087407,0.000982562,0.000785895,0.001096081,0.0007608359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005994795,"about_ca_system_score_gemma":0.001027049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002257046,"about_ca_topic_score_gemma":0.002485764,"domain_scores_codex":[0.9979581,0.0007939076,0.0001978934,0.0003148396,0.0004697816,0.0002655811],"domain_scores_gemma":[0.9951686,0.00099687,0.001304742,0.0005157758,0.00150007,0.000513942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003017152,0.007860239,0.9655882,0.0001916616,0.0002158208,0.0003251507,0.002035294,0.0001021994,0.001777974,0.00006034812,0.0006507176,0.01817524],"study_design_scores_gemma":[0.000748811,0.03250418,0.9575162,0.0001139812,0.0003726975,0.001061232,0.002258324,0.0009610134,0.001271648,0.00004978706,0.003095467,0.00004656788],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986223,0.0001535345,0.0002045644,0.00002337109,0.00000985458,0.000473531,0.000187053,0.000008244495,0.0003175297],"genre_scores_gemma":[0.9968844,0.0002350987,0.001032674,0.0001093983,0.00001908748,0.0007211154,0.0006396114,0.000009773747,0.0003487996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005255288,"threshold_uncertainty_score":0.02779293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07096492878230562,"score_gpt":0.403318297162101,"score_spread":0.3323533683797953,"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."}}