{"id":"W2739999387","doi":"10.1097/ccm.0000000000002627","title":"Can Concurrent Abnormalities in Free Light Chains and Immunoglobulin Concentrations Identify a Target Population for Immunoglobulin Trials in Sepsis?*","year":2017,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Blood groups and transfusion","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"King's Health Partners; National Institute for Health and Care Research","keywords":"Medicine; Antibody; Sepsis; Immunoglobulin light chain; Immunology; Population; Immunoglobulin G; Environmental health","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":[0.001429788,0.0002282436,0.001042759,0.0001715137,0.0002586589,0.00006501024,0.0001658117,0.0002002103,0.0001196853],"category_scores_gemma":[0.007136574,0.00018627,0.0001181956,0.00009490248,0.000390948,0.0001842487,0.00005694821,0.0003189855,0.000001091116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001306124,"about_ca_system_score_gemma":0.00009512576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003180563,"about_ca_topic_score_gemma":0.002582459,"domain_scores_codex":[0.997704,0.0001876281,0.001006359,0.000364948,0.0003176405,0.0004194551],"domain_scores_gemma":[0.998302,0.0006261091,0.0001206131,0.0005020792,0.0002512345,0.0001979053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001922308,0.0009270368,0.7470512,0.006019657,0.0001997686,0.0005698326,0.02349412,0.000005619731,0.00877362,0.1765662,0.003539447,0.03093119],"study_design_scores_gemma":[0.02865359,0.001410535,0.9375226,0.003970491,0.0006255717,0.00007603796,0.01097951,0.0003536412,0.001689516,0.009893024,0.004387306,0.0004381896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8060085,0.04285857,0.00136808,0.1429422,0.002497398,0.002686154,0.0006148476,0.00006146706,0.0009628147],"genre_scores_gemma":[0.9974189,0.0004862929,0.0003464929,0.0004911788,0.0005596438,0.0001465334,0.0004431232,0.00002220755,0.00008558482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1914105,"threshold_uncertainty_score":0.8543662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05377882408720716,"score_gpt":0.3922642899176788,"score_spread":0.3384854658304716,"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."}}