{"id":"W2330391809","doi":"10.1097/01.pat.0000443481.04916.0d","title":"Autoantibody testing and applications: towards a new orthodoxy","year":2014,"lang":"en","type":"article","venue":"Pathology","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Context (archaeology); Autoantibody; Diagnostic test; Medicine; Immunology; Intensive care medicine; Biology; Pediatrics","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":[],"consensus_categories":[],"category_scores_codex":[0.0002835761,0.00009083324,0.0002078537,0.00007174178,0.00007905981,0.000010245,0.00006030434,0.00007070922,0.00008918644],"category_scores_gemma":[0.0004703155,0.00007065095,0.00003069164,0.0001392777,0.0001157259,0.00002072189,0.00008395617,0.0001678286,0.0001279832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007880707,"about_ca_system_score_gemma":0.00008366731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001589883,"about_ca_topic_score_gemma":0.000006837565,"domain_scores_codex":[0.9992014,0.00006005199,0.0001471445,0.0002371554,0.0001205044,0.0002337179],"domain_scores_gemma":[0.9993054,0.0002371799,0.00003278413,0.0001733959,0.00006518941,0.0001860987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00006953009,0.00005537074,0.1539655,0.000123809,0.00001829724,0.00008434029,0.00009992073,8.747737e-7,0.02263081,0.008738555,0.000762229,0.8134508],"study_design_scores_gemma":[0.001015348,0.0006787698,0.7063339,0.00005210232,0.00005246518,0.002765738,0.00002843761,0.00142841,0.001153951,0.009725638,0.2765691,0.0001961957],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8609042,0.001855624,0.02517648,0.008660728,0.0001121906,0.0007571648,0.0000109853,0.0002070576,0.1023155],"genre_scores_gemma":[0.9072983,0.0002517787,0.07505789,0.002733732,0.001353626,0.00007667272,0.00003399288,0.00003265865,0.01316131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8132546,"threshold_uncertainty_score":0.2881062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05243077774438595,"score_gpt":0.3463384404579423,"score_spread":0.2939076627135564,"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."}}