{"id":"W4409786069","doi":"10.70962/cis2025abstract.48","title":"Novel Physiology and Imaging Approaches for Enhanced Detection of Lung Disease in Common Variable Immunodeficiency","year":2025,"lang":"en","type":"article","venue":"Journal of Human Immunity","topic":"Respiratory viral infections research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Common variable immunodeficiency; Lung disease; Disease; Immunodeficiency; Medicine; Biology; Lung; Immunology; Pathology; Internal medicine; Immune system","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":[0.000812859,0.00007377018,0.0002999801,0.0004533047,0.0001527607,0.0000135628,0.00009640432,0.00003548164,0.000009072895],"category_scores_gemma":[0.0002633498,0.00006396395,0.00007043853,0.000270976,0.0001353205,0.0001501075,0.00006107742,0.0003925011,1.015286e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001215709,"about_ca_system_score_gemma":0.0001390703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001356586,"about_ca_topic_score_gemma":0.00001070575,"domain_scores_codex":[0.9991331,0.0001097313,0.0004456625,0.00007790191,0.0001000295,0.0001336157],"domain_scores_gemma":[0.999234,0.0001323858,0.0001990625,0.0001900668,0.0002064326,0.00003811231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000587967,0.0004629506,0.01122438,0.0003497491,0.00004014694,9.68466e-7,0.0001075578,0.000123648,0.9838899,0.0003506019,0.000004593004,0.002857538],"study_design_scores_gemma":[0.0039746,0.0005746422,0.7532786,0.0004562846,0.000121342,0.00001981731,0.0003519584,0.006042747,0.2329089,0.00212009,0.00005635176,0.00009473717],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890696,0.0008674513,0.009280482,0.00003567351,0.00006394462,0.0002542967,0.000002302159,0.000004290486,0.0004219475],"genre_scores_gemma":[0.9996724,0.00002137647,0.0001872473,0.00002464295,0.00002014345,0.00001160269,0.000001865155,0.000006301906,0.00005446676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.750981,"threshold_uncertainty_score":0.2608374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05026962214545732,"score_gpt":0.3666689549135853,"score_spread":0.3163993327681279,"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."}}