{"id":"W2954898755","doi":"10.3324/haematol.2019.219725","title":"Conditions associated with polyclonal hypergammaglobulinemia in the IgG4-related disease era: a retrospective study from a hematology tertiary care center","year":2019,"lang":"en","type":"article","venue":"Haematologica","topic":"IgG4-Related and Inflammatory Diseases","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Tertiary care; Hematology; Medicine; Internal medicine; Retrospective cohort study; Center (category theory); Hypergammaglobulinemia; Polyclonal antibodies; Oncology; Disease; Immunology; Chemistry; 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":[0.0003585455,0.000341167,0.0004317747,0.001311695,0.001390596,0.0009523773,0.0004619274,0.0006249672,0.003725862],"category_scores_gemma":[0.001226808,0.0005582415,0.0004070532,0.001755275,0.0005669946,0.000669296,0.0008922704,0.0006314772,0.0004675773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006484984,"about_ca_system_score_gemma":0.001091674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005654482,"about_ca_topic_score_gemma":0.00667701,"domain_scores_codex":[0.9993767,0.0001075267,0.00008944762,0.0001265475,0.00009626192,0.0002034785],"domain_scores_gemma":[0.9988326,0.0002078871,0.0004341681,0.00009023011,0.000124969,0.000310144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004082051,0.00005893482,0.9975047,0.000006923849,0.00001575435,0.001573231,0.000115221,0.00001291893,0.00019039,0.00001885699,0.00006307047,0.0003992886],"study_design_scores_gemma":[0.00001235676,0.0002097424,0.9867577,0.00001722449,0.00004548368,0.00993589,0.002381679,0.0001197015,0.0001435924,0.00002911347,0.0003381416,0.000009320917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990695,0.0001885087,0.00004083186,0.00003185911,0.000004440322,0.000009116512,0.00009759268,0.000002175228,0.0005560383],"genre_scores_gemma":[0.99939,0.0001623258,0.00005317087,0.00008373356,0.00002303677,0.000006325223,0.0001712503,0.000002181599,0.0001079916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005654482,"threshold_uncertainty_score":0.01246423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006137392419775965,"score_gpt":0.2375853994981389,"score_spread":0.231448007078363,"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."}}