{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002534308,0.000140968,0.0007559956,0.00001699881,0.00004184198,0.00001053957,0.0001367783,0.0002885385,0.0003405336],"category_scores_gemma":[0.05199964,0.0001248888,0.0003622768,0.0002256754,0.0004724206,0.00003847056,0.0001251335,0.0002800999,0.000008412627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007640268,"about_ca_system_score_gemma":0.001642972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005630905,"about_ca_topic_score_gemma":0.000001136073,"domain_scores_codex":[0.9973626,0.0002401688,0.001227709,0.0005388699,0.0003606927,0.000270014],"domain_scores_gemma":[0.9909769,0.006256252,0.0002547661,0.0009665164,0.001355317,0.0001902207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004621203,0.0008106793,0.7738897,0.005932393,0.000210022,0.00001100607,0.0001805737,2.538376e-8,0.216484,0.0002048336,0.001399803,0.0004148202],"study_design_scores_gemma":[0.003209443,0.0001795794,0.02533247,0.0005219291,0.00007154291,0.00005201478,0.002151676,0.0000289035,0.9661427,0.0003230382,0.001798784,0.000187965],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954606,0.0007708873,0.0007403123,0.0005114677,0.00014216,0.0003707484,0.0008504931,0.00004893501,0.001104343],"genre_scores_gemma":[0.9930574,0.0001206462,0.005866788,0.0002121261,0.0002785432,0.00004947639,0.0001831573,0.00001941334,0.0002124347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7496586,"threshold_uncertainty_score":0.9559858,"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."}}