{"id":"W4406856096","doi":"10.1186/s13223-024-00925-4","title":"Secondary Immunodeficiency","year":2025,"lang":"en","type":"review","venue":"Allergy Asthma and Clinical Immunology","topic":"Immunodeficiency and Autoimmune Disorders","field":"Immunology and Microbiology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Hospital for Sick Children; McMaster University; University of Toronto; Western University; St. Michael's Hospital","funders":"","keywords":"Intensive care medicine; Scope (computer science); Immunodeficiency; Medicine; Adverse effect; Human immunodeficiency virus (HIV); Immunology; Immune system; Computer science; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001038998,0.00116181,0.004358476,0.0005528447,0.0007391067,0.00006499223,0.001510483,0.003372821,0.001973345],"category_scores_gemma":[0.0005622362,0.0009785799,0.001741665,0.0006254462,0.00219935,0.0001603854,0.001191698,0.003655999,0.002012689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006095844,"about_ca_system_score_gemma":0.001182862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001242008,"about_ca_topic_score_gemma":0.000009888302,"domain_scores_codex":[0.9924163,0.001794999,0.002897097,0.001568444,0.00006881012,0.001254334],"domain_scores_gemma":[0.9952141,0.002250144,0.0009261591,0.001465562,0.0001215609,0.000022489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006046627,0.0004745408,0.000001239541,0.001298127,0.003160218,0.00001666415,0.00004848902,7.420228e-8,0.00001008924,0.00509392,0.0007402046,0.989096],"study_design_scores_gemma":[0.001468655,0.0004521175,0.0001470101,0.00394795,0.0004825591,0.0002854285,0.0001658815,3.519142e-7,0.000002396372,0.0002481761,0.9918918,0.0009076934],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005044418,0.9757709,0.00004486341,0.00007660207,0.005894781,0.0006798026,0.00008703655,0.0002447559,0.01715081],"genre_scores_gemma":[0.0001199535,0.9777747,0.00001824304,0.0002494214,0.00001942474,0.000140392,0.0008701847,0.00007573565,0.02073195],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9911516,"threshold_uncertainty_score":0.9992664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02163904887545559,"score_gpt":0.3315164800750508,"score_spread":0.3098774311995952,"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."}}