{"id":"W2896742124","doi":"10.1016/j.jaci.2018.10.006","title":"Immunosuppression for immunodeficiency: Getting smarter","year":2018,"lang":"en","type":"letter","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":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Immunosuppression; Immunodeficiency; Medicine; Human immunodeficiency virus (HIV); Immunologic Deficiency Syndromes; Primary immunodeficiency; Intensive care medicine; Immunology; 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":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001951175,0.0007406683,0.002003624,0.0004513529,0.0006980515,0.0000781146,0.001451447,0.004176214,0.0006573256],"category_scores_gemma":[0.001045789,0.0005904422,0.001348457,0.0001719121,0.002271978,0.0002827839,0.0004049122,0.005363619,0.0001704969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006000164,"about_ca_system_score_gemma":0.0004131952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002847528,"about_ca_topic_score_gemma":0.00000196786,"domain_scores_codex":[0.9935895,0.001004248,0.003377906,0.0007255405,0.0001454062,0.001157373],"domain_scores_gemma":[0.9931539,0.002140414,0.00300871,0.0008083364,0.0008711871,0.00001742893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00271833,0.0008192483,0.0000769967,0.0001240416,0.01259232,0.0001389452,0.0007845845,0.000002073919,0.01977452,0.0002671214,0.891459,0.07124278],"study_design_scores_gemma":[0.004710107,0.003496397,0.001137613,0.000420165,0.0004738327,0.0009051045,0.0003880082,0.000006720059,0.0008610829,0.00117433,0.9857518,0.0006748139],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.08478159,0.5821941,0.001533466,0.2817692,0.04568121,0.001286875,0.0001554992,0.0001672388,0.002430838],"genre_scores_gemma":[0.1547981,0.08319488,0.002120815,0.7026943,0.006479582,0.0001840575,0.002402392,0.0009515153,0.04717434],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4989993,"threshold_uncertainty_score":0.9996547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02109908510521583,"score_gpt":0.2969681205433865,"score_spread":0.2758690354381707,"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."}}