{"id":"W4206317147","doi":"10.1093/jalm/jfab121","title":"Clinical, Methodological, and Practical Considerations for Algorithmic Testing in Autoimmune Serology","year":2021,"lang":"en","type":"review","venue":"The Journal of Applied Laboratory Medicine","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Serology; Context (archaeology); Autoantibody; Reflex; Intensive care medicine; Immunology; Internal medicine; 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":[0.06102366,0.001171312,0.002861499,0.003084113,0.0006042283,0.005241263,0.00431167,0.003624038,0.003355336],"category_scores_gemma":[0.1254238,0.0006998929,0.002062884,0.002974218,0.003599573,0.005385505,0.002182275,0.006479048,0.001429547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003596358,"about_ca_system_score_gemma":0.01442059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003726374,"about_ca_topic_score_gemma":0.006155914,"domain_scores_codex":[0.9630358,0.02301893,0.005606729,0.001488116,0.006347706,0.000502764],"domain_scores_gemma":[0.8336776,0.1400746,0.006173831,0.003391447,0.01577147,0.0009111248],"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":[0.0001150884,0.0000543538,0.0006843645,0.05140205,0.00049541,0.0001669467,0.0005131933,0.001122411,0.0002127761,0.03796648,0.03696097,0.870306],"study_design_scores_gemma":[0.0001277898,0.0002074201,0.002174367,0.1650493,0.001021368,0.001340711,0.0005770623,0.001292248,0.0004535383,0.05970825,0.7679233,0.0001247007],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001718602,0.978724,0.003367299,0.01450242,0.001340979,0.0001156859,0.00005100041,0.000030623,0.001696139],"genre_scores_gemma":[0.008509534,0.9438854,0.03157017,0.01188314,0.002597672,0.0006125077,0.0001312828,0.00005383392,0.0007563129],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06102366,"threshold_uncertainty_score":0.3227279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4718703828320114,"score_gpt":0.538260981097035,"score_spread":0.06639059826502358,"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."}}