{"id":"W4307721331","doi":"10.1016/j.transci.2022.103596","title":"Blood transfusion in autoimmune rheumatic diseases","year":2022,"lang":"en","type":"article","venue":"Transfusion and Apheresis Science","topic":"Parvovirus B19 Infection Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Antiphospholipid syndrome; Immunology; Mixed connective tissue disease; Population; Rheumatoid arthritis; Immune system; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004462374,0.0001266423,0.0002606692,0.0002973173,0.0008518646,0.00002426852,0.0001222679,0.00001938448,0.001511939],"category_scores_gemma":[0.0000555365,0.0001088363,0.00006248411,0.001359191,0.000398611,0.0001440364,0.00007295876,0.0001952431,0.0000141323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005607643,"about_ca_system_score_gemma":0.0001392093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000434443,"about_ca_topic_score_gemma":0.0001101169,"domain_scores_codex":[0.9984236,0.00006460194,0.000257923,0.0003776344,0.0006009169,0.0002753398],"domain_scores_gemma":[0.99954,0.00007017536,0.00003180051,0.0001919505,0.00003427709,0.0001317879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006508465,0.002292665,0.2862358,0.0002798577,0.00004585404,0.0001309832,0.006671805,0.0001875652,0.6184034,0.001099293,0.0005138238,0.08348805],"study_design_scores_gemma":[0.004317611,0.0002998965,0.9831406,0.000125934,0.0001276953,0.0001698907,0.002407872,0.0009945793,0.00531431,0.0002029179,0.00263095,0.0002677394],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935899,0.00125727,0.0000745393,0.0009008995,0.0001436538,0.0003728373,0.00001031877,0.00008610641,0.003564473],"genre_scores_gemma":[0.9969933,0.002200126,0.000103804,0.0002634789,0.000008486489,0.0000751968,0.000001576973,0.000009085617,0.0003449589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6969048,"threshold_uncertainty_score":0.9994008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01575350930251253,"score_gpt":0.2730360796805033,"score_spread":0.2572825703779907,"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."}}