{"id":"W3201922747","doi":"10.21467/preprints.336","title":"Value of Newborn Screening Programs for Severe Combined Immunodeficiency","year":2021,"lang":"en","type":"article","venue":"","topic":"Immunodeficiency and Autoimmune Disorders","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Newborn screening; Severe combined immunodeficiency; Medicine; Disease; Intervention (counseling); Pediatrics; Intensive care medicine; Immunodeficiency; Immunology; Internal medicine; Biology","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":[0.003453033,0.0005377721,0.0004558292,0.001579521,0.0005384499,0.001071748,0.000778439,0.0006606131,0.0036175],"category_scores_gemma":[0.0248932,0.000138805,0.0003531039,0.0007918771,0.0002663813,0.0008630193,0.0007207532,0.0007698473,0.0004173701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001847868,"about_ca_system_score_gemma":0.003429824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01440506,"about_ca_topic_score_gemma":0.007426151,"domain_scores_codex":[0.9960988,0.002394748,0.0001711303,0.0002143665,0.000840413,0.0002805816],"domain_scores_gemma":[0.9904581,0.004407933,0.001005737,0.0002765567,0.002135009,0.001716684],"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":[0.000992402,0.0008517559,0.4443706,0.0005950674,0.0001456253,0.00162553,0.0005792738,0.001332496,0.0005814589,0.00165311,0.01705907,0.5302135],"study_design_scores_gemma":[0.0002775457,0.006107464,0.8951322,0.008084673,0.001062591,0.005625003,0.004051947,0.01725418,0.005654757,0.004099818,0.05250375,0.0001460332],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8343081,0.05277356,0.004920059,0.02798138,0.001391414,0.0006422752,0.001888762,0.001051849,0.07504252],"genre_scores_gemma":[0.9871154,0.0053208,0.004420605,0.001117676,0.0001481834,0.0001029748,0.0003031408,0.00002441944,0.001446925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01440506,"threshold_uncertainty_score":0.02864248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01450040900394313,"score_gpt":0.2391443029302734,"score_spread":0.2246438939263303,"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."}}