{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001420371,0.0006008845,0.0004854743,0.001265017,0.0002426496,0.0007369628,0.000812832,0.001180329,0.0014929],"category_scores_gemma":[0.001259478,0.0004448621,0.0004348742,0.0004156314,0.0005383244,0.001217269,0.0005431678,0.0009249195,0.0003115091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005132045,"about_ca_system_score_gemma":0.0003164529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005807594,"about_ca_topic_score_gemma":0.00082118,"domain_scores_codex":[0.999644,0.0001547002,0.00001719434,0.00008432766,0.00005635736,0.0000434106],"domain_scores_gemma":[0.9995474,0.0001719867,0.0001014697,0.00003514417,0.00009993651,0.00004397389],"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":[0.001004465,0.0003414693,0.03888172,0.001101118,0.000162876,0.001222273,0.0001267698,0.001636302,0.7997654,0.002223292,0.001368317,0.152166],"study_design_scores_gemma":[0.0004545544,0.007260617,0.2363961,0.0007880502,0.0009462648,0.04180734,0.0007862104,0.08838947,0.5839443,0.007287166,0.03169288,0.0002471299],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5953684,0.1298955,0.2601668,0.003293276,0.0005243944,0.0005767569,0.0006062685,0.0009624063,0.008606185],"genre_scores_gemma":[0.7915304,0.01950879,0.1848537,0.001074036,0.0005229229,0.0004764597,0.0002953343,0.00006755328,0.00167084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0014929,"threshold_uncertainty_score":0.007511675,"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."}}