{"id":"W4281943746","doi":"10.1186/s13223-022-00688-w","title":"Flow cytometry optimizing the diagnostic approach in inborn errors of immunity: experience from Egypt","year":2022,"lang":"en","type":"article","venue":"Allergy Asthma and Clinical Immunology","topic":"Immunodeficiency and Autoimmune Disorders","field":"Immunology and Microbiology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Science and Technology Development Fund; Cairo University","keywords":"Medicine; Consanguinity; Immune system; Pediatrics; Immunodeficiency; Population; Primary immunodeficiency; Immunology; Newborn screening","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":[0.003038904,0.0006063634,0.0002615641,0.001351578,0.0004030517,0.000741371,0.0009384598,0.000788563,0.001343889],"category_scores_gemma":[0.003441692,0.0001678199,0.0002700228,0.001173401,0.0008055238,0.0004957538,0.0007547789,0.0006181764,0.0004179265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001004866,"about_ca_system_score_gemma":0.001047418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003853112,"about_ca_topic_score_gemma":0.00223357,"domain_scores_codex":[0.9989811,0.0004292547,0.00008946851,0.0001525052,0.0001976977,0.000150014],"domain_scores_gemma":[0.9984601,0.0005115846,0.0001898716,0.0001143509,0.0005614969,0.000162687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001276652,0.001125617,0.2723058,0.001440616,0.00008261517,0.008573026,0.005907649,0.001367548,0.03733223,0.001536348,0.007005052,0.6620469],"study_design_scores_gemma":[0.0002563052,0.003541561,0.6766627,0.001377347,0.0003173419,0.06061809,0.009833789,0.007200944,0.102811,0.002529477,0.1346585,0.0001928883],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9376679,0.03156268,0.01806227,0.002516134,0.0001915582,0.0003650114,0.0002318819,0.000247383,0.009155139],"genre_scores_gemma":[0.9534401,0.02339811,0.01912341,0.0008764627,0.0001222475,0.0001006184,0.0002975441,0.00004919002,0.00259234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003853112,"threshold_uncertainty_score":0.01607144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01809355247951274,"score_gpt":0.2735559090548786,"score_spread":0.2554623565753659,"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."}}