{"id":"W4401081724","doi":"10.5604/01.3001.0054.6716","title":"Detection of antinuclear antibodies: recommendations from EFLM, EASI and ICAPEFLM Paper","year":2024,"lang":"en","type":"article","venue":"Diagnostyka Laboratoryjna","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Anti-nuclear antibody; Medicine; Antibody; Medical physics; Immunology; Autoantibody","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":[0.05533315,0.001622859,0.001440636,0.008898145,0.00146954,0.003669013,0.005039108,0.008431471,0.01144538],"category_scores_gemma":[0.09392732,0.00101585,0.002902934,0.003852698,0.001800219,0.004577867,0.003936002,0.006312952,0.01162227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004554803,"about_ca_system_score_gemma":0.0237893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007230829,"about_ca_topic_score_gemma":0.007229741,"domain_scores_codex":[0.9578153,0.01718865,0.01010084,0.001224383,0.01190188,0.00176889],"domain_scores_gemma":[0.895178,0.02724546,0.007336958,0.002685171,0.06150464,0.006049762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001465488,0.0002427404,0.002417291,0.009089087,0.00009012418,0.0006674633,0.001768019,0.000377096,0.001558828,0.002379403,0.6879566,0.2933069],"study_design_scores_gemma":[0.000109292,0.0001290771,0.005490843,0.02977985,0.0001792328,0.0008588386,0.002459498,0.0002961998,0.001011793,0.003506725,0.9560843,0.000094463],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.008072313,0.09970538,0.03009405,0.7092251,0.03891607,0.01138433,0.00623041,0.001548501,0.0948239],"genre_scores_gemma":[0.05766328,0.1797281,0.3912698,0.2214998,0.01400289,0.02162034,0.02025168,0.0008718214,0.09309224],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05533315,"threshold_uncertainty_score":0.2926332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01493902918104568,"score_gpt":0.3038156661292474,"score_spread":0.2888766369482018,"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."}}