{"id":"W3007730960","doi":"10.1038/s41598-020-59990-5","title":"Antiphospholipid Antibody Testing in a General Population Sample from the USA: An Administrative Database Study","year":2020,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McGill University","funders":"Canadian Institutes of Health Research; Government of Canada","keywords":"Lupus anticoagulant; Medicine; Population; Test (biology); Antiphospholipid syndrome; Family medicine; Internal medicine; Immunology; Antibody; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001267197,0.0002465117,0.0004777962,0.001474572,0.00055928,0.000992659,0.0006248644,0.0005216241,0.0008583529],"category_scores_gemma":[0.004218361,0.0004513872,0.0003366994,0.003389444,0.0003620255,0.0007167005,0.0006164749,0.0005856304,0.0002181085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006630367,"about_ca_system_score_gemma":0.0007046447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02640344,"about_ca_topic_score_gemma":0.03749502,"domain_scores_codex":[0.9981993,0.0005834653,0.0002536325,0.0004497623,0.0003576741,0.0001561624],"domain_scores_gemma":[0.996734,0.0007118076,0.001370793,0.0003547694,0.0004510058,0.0003776088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001771602,0.00003546499,0.9991886,0.000006704246,0.00003746667,0.00003344711,0.00005714249,0.00001344632,0.00005142272,0.000009534563,0.0001170774,0.0004319418],"study_design_scores_gemma":[0.000006990293,0.00003664794,0.9991735,0.000006511023,0.0000247577,0.0001736787,0.0002240759,0.0001807177,0.00001872074,0.00001290092,0.0001384877,0.000002998436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979987,0.000147773,0.0001044952,0.0000781319,0.000004475987,0.0000196711,0.00129541,0.000004022252,0.0003472334],"genre_scores_gemma":[0.9983633,0.0001383934,0.000130078,0.0001449816,0.00001089364,0.00001834997,0.001138073,0.000001770094,0.00005414533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02640344,"threshold_uncertainty_score":0.05249947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.156180277436173,"score_gpt":0.4077312135467901,"score_spread":0.2515509361106172,"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."}}