{"id":"W3127158553","doi":"10.1016/j.jaci.2020.12.252","title":"Hospitalizations and Critical Illness in Adult Primary Immunodeficiency Patients","year":2021,"lang":"en","type":"article","venue":"Journal of Allergy and Clinical Immunology","topic":"Immunodeficiency and Autoimmune Disorders","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Primary immunodeficiency; Pediatrics; Population; Antibiotics; Intensive care; Intensive care unit; Immunodeficiency; Emergency medicine; Internal medicine; Intensive care medicine; Disease; Immune system; Immunology","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":[0.0002563955,0.0002560423,0.0003658001,0.0008873292,0.000641487,0.0008283763,0.000246514,0.0007588172,0.003280721],"category_scores_gemma":[0.002248432,0.0002480113,0.0003951508,0.0008897866,0.0003486236,0.0006248006,0.000519364,0.001047942,0.0002051706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003912622,"about_ca_system_score_gemma":0.0004438928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004126355,"about_ca_topic_score_gemma":0.00472533,"domain_scores_codex":[0.9995747,0.0000950965,0.00006399009,0.00004380779,0.00007912558,0.0001433003],"domain_scores_gemma":[0.9982311,0.0003165704,0.0007529267,0.00003468908,0.00008909629,0.0005755625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001041042,0.00004459035,0.9981857,0.0000105139,0.0000225355,0.0007143244,0.00007120802,0.00001945798,0.00006197207,0.00002486923,0.0001251838,0.0006156273],"study_design_scores_gemma":[0.000004908439,0.0001015203,0.9974489,0.00001459907,0.00001217574,0.001649554,0.0005406471,0.00008419666,0.00001489298,0.00002777411,0.00009662709,0.000004180029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971803,0.0008730319,0.00002496507,0.000194572,0.00002318965,0.000008129263,0.0002160954,0.000003101865,0.001476543],"genre_scores_gemma":[0.9993862,0.0002601988,0.00002024722,0.0000664148,0.00003415456,0.000004144422,0.0001392508,6.6189e-7,0.00008868925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004126355,"threshold_uncertainty_score":0.01097512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008066843200274095,"score_gpt":0.2729848998941291,"score_spread":0.2649180566938549,"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."}}