{"id":"W3174410263","doi":"10.1016/j.clinbiochem.2021.06.003","title":"Sample stability of autoantibodies: A tool for laboratory quality initiatives","year":2021,"lang":"en","type":"article","venue":"Clinical Biochemistry","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Sinai Health System; Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Autoantibody; Cardiolipin; CTD; Medicine; Immunology; Chemistry; Antibody; Biochemistry","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":[0.07760908,0.001199283,0.001931057,0.01122716,0.001733443,0.006212967,0.002139127,0.001733076,0.002013686],"category_scores_gemma":[0.1211251,0.0006676812,0.00107755,0.006363556,0.001652002,0.002939264,0.002754174,0.002174861,0.001082777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001605446,"about_ca_system_score_gemma":0.002830145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002922076,"about_ca_topic_score_gemma":0.002817026,"domain_scores_codex":[0.9348733,0.02181535,0.00992612,0.003907335,0.02858615,0.000891753],"domain_scores_gemma":[0.8412968,0.06239726,0.02428141,0.01517496,0.05438824,0.002461334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003485867,0.001366914,0.4714791,0.001708436,0.00100428,0.0004883342,0.004961553,0.003348703,0.05403416,0.009955022,0.01435267,0.433815],"study_design_scores_gemma":[0.0004948371,0.007523052,0.4536302,0.001900938,0.002761374,0.004844049,0.005696203,0.06851683,0.3194716,0.02129258,0.1129684,0.0008998501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3538036,0.01735922,0.5859156,0.005046593,0.001983445,0.002471719,0.006370351,0.006864695,0.02018476],"genre_scores_gemma":[0.7083087,0.001885385,0.2783687,0.001660733,0.0005124774,0.001186159,0.003797282,0.0005740279,0.003706509],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07760908,"threshold_uncertainty_score":0.410441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1302074108633163,"score_gpt":0.4718260906242583,"score_spread":0.341618679760942,"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."}}