{"id":"W4396694146","doi":"10.1007/s00408-024-00699-x","title":"Airway and Systemic Immunoglobulin Profiling and Immune Response in Adult Asthma","year":2024,"lang":"en","type":"article","venue":"Lung","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"University College Cork","keywords":"Asthma; Immunology; Profiling (computer programming); Medicine; Immune system; Immunoglobulin E; Antibody; Airway; Computer science","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":[0.0008311911,0.0002340075,0.0003974203,0.0005327064,0.000139124,0.0004470431,0.0001577863,0.0003856798,0.001570996],"category_scores_gemma":[0.001178215,0.00009249836,0.0001201362,0.0004219635,0.0003000082,0.000311846,0.0002795793,0.000303054,0.0003119132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001127711,"about_ca_system_score_gemma":0.0001002872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003404943,"about_ca_topic_score_gemma":0.0003297674,"domain_scores_codex":[0.9995492,0.0001579313,0.00005342873,0.0001055274,0.00008234582,0.00005154903],"domain_scores_gemma":[0.9991158,0.0003037966,0.000325176,0.00005043522,0.000112491,0.00009246029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004525968,0.00005570501,0.9784268,0.00006073677,0.00002898851,0.0002191571,0.00007651949,0.00009594015,0.008964427,0.00002213184,0.0001191049,0.01147791],"study_design_scores_gemma":[0.000006417295,0.0006498662,0.9939812,0.00001303845,0.0000267788,0.001369717,0.0001185467,0.0003332951,0.003214291,0.00005385094,0.0002306,0.000002470888],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997747,0.001257414,0.0004643218,0.00003902682,0.000004824335,0.000008060432,0.0001377633,0.000008997019,0.0003325391],"genre_scores_gemma":[0.999294,0.0001510827,0.0003314973,0.00002423814,0.000008657918,0.00000594048,0.00008661613,0.000001388169,0.00009645281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001570996,"threshold_uncertainty_score":0.00525552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005560737892725916,"score_gpt":0.2598995184037073,"score_spread":0.2543387805109814,"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."}}