{"id":"W1865722537","doi":"10.6000/1929-6029.2015.04.03.4","title":"Comparative Study of Human and Automated Screening for Antinuclear Antibodies by Immunofluorescence on HEp-2 Cells","year":2015,"lang":"en","type":"article","venue":"International Journal of Statistics in Medical Research","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"IIf; Concordance; Anti-nuclear antibody; Indirect immunofluorescence; Immunofluorescence; Antibody; Medicine; Pathology; Internal medicine; Biology; Immunology; Autoantibody","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006004971,0.0001053793,0.0005166805,0.000674702,0.00005270909,0.00004404564,0.0004859882,0.00008279854,0.00004934264],"category_scores_gemma":[0.006017688,0.0000815075,0.00003138305,0.000208673,0.0004476915,0.00006771627,0.0001751967,0.0008036107,0.000003529433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001847387,"about_ca_system_score_gemma":0.0004265026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002017135,"about_ca_topic_score_gemma":0.00002755156,"domain_scores_codex":[0.9934619,0.000410092,0.000867607,0.0001771496,0.004805945,0.000277309],"domain_scores_gemma":[0.9932846,0.002324512,0.0002474172,0.0001279408,0.003682537,0.0003329824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.01896401,0.01229527,0.4002613,0.001212778,0.002554323,0.006090861,0.05133022,0.00009656384,0.08708814,0.005321782,0.3908825,0.02390229],"study_design_scores_gemma":[0.1498413,0.09615242,0.117454,0.03517846,0.000245537,0.009426643,0.2711238,0.2478865,0.05652306,0.007512661,0.007332699,0.001322882],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967813,0.0002594818,0.001440867,0.0004527499,0.0001979892,0.0005143656,0.00007868344,0.000008010062,0.0002665004],"genre_scores_gemma":[0.9951013,0.0001822332,0.004419632,0.00002285433,0.0001145882,0.000007528469,0.00001255867,0.00001588995,0.0001234215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3835497,"threshold_uncertainty_score":0.7204169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1614452498817089,"score_gpt":0.5150128195648975,"score_spread":0.3535675696831886,"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."}}