{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002109346,0.0005966253,0.00105956,0.0007001134,0.001986392,0.002309104,0.0007064665,0.01328039,0.004606755],"category_scores_gemma":[0.008755878,0.0002852804,0.0006679561,0.0002790936,0.001886985,0.004506542,0.001638443,0.02417008,0.001677528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001363885,"about_ca_system_score_gemma":0.001475287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007711855,"about_ca_topic_score_gemma":0.001690614,"domain_scores_codex":[0.9984079,0.0005905886,0.0002109147,0.0001677087,0.0003430955,0.0002798139],"domain_scores_gemma":[0.9959611,0.002135564,0.0002565458,0.0001418966,0.0004754528,0.001029386],"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":[0.0001670996,0.0002593929,0.004067275,0.0003895222,0.00006101404,0.02165109,0.0004343976,0.0001758182,0.001369329,0.007642388,0.8754249,0.0883577],"study_design_scores_gemma":[0.0003017548,0.0002865113,0.004427397,0.001801483,0.0001017729,0.04265211,0.001141366,0.000582959,0.0004766392,0.02357452,0.924537,0.0001165014],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001488452,0.02473722,0.0002715921,0.9479656,0.02069166,0.000008570931,0.00001000985,0.00003200211,0.004794967],"genre_scores_gemma":[0.02441699,0.02343524,0.0008972765,0.7730421,0.1696658,0.00002559204,0.00002773077,0.00002985463,0.008459468],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01328039,"threshold_uncertainty_score":0.01541114,"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."}}