{"id":"W4406604416","doi":"10.33540/2763","title":"Mucosal immune dynamics in young children with recurrent respiratory tract infections","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Pediatric health and respiratory diseases","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Respiratory tract; Immune system; Medicine; Respiratory system; Respiratory tract infections; Dynamics (music); Immunology; Intensive care medicine; Psychology; Internal medicine","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":[0.0003314145,0.0002413812,0.0004343275,0.0007777294,0.0003479452,0.000598391,0.0001589563,0.0004205171,0.001593457],"category_scores_gemma":[0.001298263,0.0001962391,0.0002922988,0.0006054014,0.0002041179,0.0003963138,0.0003531293,0.0007030962,0.000348623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003870593,"about_ca_system_score_gemma":0.0002694565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00220289,"about_ca_topic_score_gemma":0.001780702,"domain_scores_codex":[0.999723,0.00004556847,0.00002553733,0.0000574443,0.00006373876,0.00008474817],"domain_scores_gemma":[0.9995765,0.00006597188,0.0001808336,0.00001047183,0.00006679767,0.00009926046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001697205,0.00005188197,0.9851294,0.00007214511,0.00002329511,0.001248515,0.0006552744,0.00005013069,0.002105832,0.0000559934,0.0004318843,0.01000592],"study_design_scores_gemma":[0.000003659629,0.0002617108,0.9941642,0.00004313864,0.00002673573,0.003182623,0.0007507203,0.00005433539,0.0003140428,0.00003730043,0.001156124,0.000005626111],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955525,0.002738144,0.00009286836,0.0001162532,0.0000161615,0.00001412035,0.0002215151,0.00001015075,0.001238288],"genre_scores_gemma":[0.9972868,0.001692813,0.000206271,0.00008315779,0.00002279199,0.00001686129,0.0002544024,0.00000364571,0.0004331914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00220289,"threshold_uncertainty_score":0.005330682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02164515426798349,"score_gpt":0.3876696783929945,"score_spread":0.3660245241250111,"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."}}