{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006219533,0.001062276,0.001725397,0.004265769,0.0005758544,0.001806162,0.001729572,0.002146867,0.002637281],"category_scores_gemma":[0.0093033,0.0005200296,0.0008706121,0.004364619,0.001918865,0.001795194,0.001146979,0.001365669,0.003041887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008590316,"about_ca_system_score_gemma":0.001498265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001120994,"about_ca_topic_score_gemma":0.001668718,"domain_scores_codex":[0.9920095,0.002140125,0.0009803753,0.0008680954,0.003806991,0.0001948484],"domain_scores_gemma":[0.989617,0.006393021,0.001944487,0.0005406467,0.001325661,0.0001791513],"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":[0.00007718455,0.00006450592,0.001432482,0.02124445,0.0001912339,0.0008788929,0.0003450549,0.0001258263,0.00564173,0.003622353,0.0127521,0.9536241],"study_design_scores_gemma":[0.0000285285,0.0002921518,0.00467913,0.01015833,0.0003447167,0.01414965,0.0005109507,0.00006479129,0.008561655,0.002148218,0.9590046,0.00005738219],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005898511,0.9955799,0.0005060436,0.0004210367,0.0002334625,0.00001443863,0.00002381347,0.0000155301,0.002615876],"genre_scores_gemma":[0.006036881,0.9890407,0.001874029,0.0009970063,0.0001730534,0.00003780383,0.00006320255,0.00000832393,0.001768894],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006219533,"threshold_uncertainty_score":0.03289247,"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."}}