{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005149222,0.000377499,0.0002513789,0.002069494,0.0005966944,0.001474116,0.001098803,0.0006913224,0.007453247],"category_scores_gemma":[0.01158128,0.0001578791,0.0003887213,0.002160205,0.0005787078,0.001314027,0.002615791,0.00110706,0.0009957321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003890086,"about_ca_system_score_gemma":0.007062525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02137908,"about_ca_topic_score_gemma":0.02612608,"domain_scores_codex":[0.9960077,0.001343865,0.0002433385,0.0005470832,0.001354855,0.0005032051],"domain_scores_gemma":[0.984738,0.002240847,0.003987715,0.0004379823,0.003942112,0.004653389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002024251,0.000237092,0.4343186,0.0006342739,0.00008221256,0.0004486499,0.0006725225,0.001479664,0.0005286564,0.004148677,0.2492557,0.3079915],"study_design_scores_gemma":[0.000143255,0.0003750653,0.7094856,0.001895092,0.00008455582,0.00200825,0.001563033,0.002728177,0.0005114359,0.001585902,0.2795634,0.00005622161],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4781518,0.08779556,0.01210205,0.206495,0.005901281,0.000925937,0.01973076,0.001088621,0.1878091],"genre_scores_gemma":[0.882758,0.03869083,0.01847736,0.02887785,0.005165013,0.000678215,0.01433674,0.0001831463,0.01083288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02137908,"threshold_uncertainty_score":0.04250926,"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."}}