{"id":"W4214826031","doi":"10.1186/s13223-022-00662-6","title":"Growth in diagnosis and treatment of primary immunodeficiency within the global Jeffrey Modell Centers Network","year":2022,"lang":"en","type":"article","venue":"Allergy Asthma and Clinical Immunology","topic":"Immunodeficiency and Autoimmune Disorders","field":"Immunology and Microbiology","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Invitae; Jeffrey Modell Foundation","keywords":"Primary immunodeficiency; Human immunodeficiency virus (HIV); Primary (astronomy); Medicine; Gerontology; Virology; Internal medicine; Disease; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007818766,0.000315732,0.000749943,0.00007178585,0.0006239493,0.00001368311,0.0004694022,0.0002630479,0.0002032625],"category_scores_gemma":[0.00007411353,0.0002414616,0.0002134646,0.0003629386,0.001444184,0.00008285294,0.0005593998,0.0005286488,0.00001152204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001125285,"about_ca_system_score_gemma":0.0001258039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001829015,"about_ca_topic_score_gemma":0.0001110621,"domain_scores_codex":[0.9965194,0.001158261,0.001092444,0.0005678106,0.0000682004,0.0005938363],"domain_scores_gemma":[0.9984826,0.0006547793,0.0003762306,0.0004314844,0.00004255005,0.00001229088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00960915,0.01448819,0.449507,0.00005413609,0.005819927,0.00009932497,0.007751491,0.005401331,0.004236584,0.1218425,0.0004322712,0.3807581],"study_design_scores_gemma":[0.01180477,0.007188049,0.9146554,0.00005631319,0.0001143958,0.0003370754,0.005422867,0.0003320556,0.0002206176,0.004906401,0.05420679,0.0007552913],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8317288,0.1649472,0.00002691719,0.0006959924,0.001129563,0.0003299651,0.00003317202,0.00002948762,0.001078888],"genre_scores_gemma":[0.9816867,0.01743554,0.000022217,0.0004164661,0.000006239206,0.0001550641,0.00008361513,0.00001652639,0.000177597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4651484,"threshold_uncertainty_score":0.984652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01661949318161381,"score_gpt":0.2538684761255935,"score_spread":0.2372489829439797,"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."}}