{"id":"W1590739552","doi":"10.1186/ar782","title":"The use and abuse of commercial kits used to detect autoantibodies.","year":2003,"lang":"en","type":"review","venue":"Arthritis Research","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Autoantibody; Variety (cybernetics); General partnership; Reliability (semiconductor); Quality (philosophy); Risk analysis (engineering); Simplicity; Medicine; Computer science; Immunology; Business; Artificial intelligence; Antibody","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004955277,0.0004211048,0.002324362,0.0009031436,0.0005219572,0.0002616499,0.0006125615,0.0004348815,0.00005702663],"category_scores_gemma":[0.004453628,0.0002766238,0.0003748717,0.001584078,0.0009081691,0.0001083054,0.0004232936,0.001646261,0.0003370944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002649143,"about_ca_system_score_gemma":0.001193175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002495655,"about_ca_topic_score_gemma":0.0006366826,"domain_scores_codex":[0.9921213,0.002350406,0.001145175,0.0007395933,0.002340574,0.001302951],"domain_scores_gemma":[0.9908866,0.005646553,0.0001629297,0.001596256,0.001076765,0.0006309418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006019916,0.00005774986,0.0004533287,0.01297545,0.0002265682,0.0001783339,0.0008034618,2.811401e-8,0.000009946772,0.0002532976,0.01383154,0.9711501],"study_design_scores_gemma":[0.0009404439,0.000393821,0.0000392937,0.04075203,0.00005945826,0.003916018,0.0001290024,0.000001621678,0.0000159139,0.00002893276,0.9535128,0.0002106912],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003165295,0.9904984,0.000007020109,0.000138937,0.0001996881,0.004681012,0.00007924517,0.00003680837,0.001193549],"genre_scores_gemma":[0.0003097764,0.9963525,0.0002224436,0.00002411754,0.0001762959,0.0004815307,0.00002278081,0.0001388648,0.002271681],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9709394,"threshold_uncertainty_score":0.9999686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2916535439456449,"score_gpt":0.4609310156831381,"score_spread":0.1692774717374932,"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."}}