{"id":"W4396503382","doi":"10.1164/ajrccm-conference.2024.209.1_meetingabstracts.a5492","title":"Mass Cytometry Reveals Complex Neutrophil Heterogeneity in Patients With Septic Shock","year":2024,"lang":"en","type":"article","venue":"","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Septic shock; Mass cytometry; Flow cytometry; Shock (circulatory); Medicine; Microbiology; Immunology; Sepsis; Biology; Internal medicine; Genetics","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":[0.0004050361,0.0003666752,0.0004857423,0.001003951,0.0003013932,0.0007764502,0.000347819,0.0006270975,0.001694511],"category_scores_gemma":[0.002856193,0.0001627502,0.0001403519,0.0004994469,0.0003451634,0.0004081198,0.0004920173,0.0004800366,0.0004194061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002539396,"about_ca_system_score_gemma":0.000178958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003752874,"about_ca_topic_score_gemma":0.0003085001,"domain_scores_codex":[0.999612,0.00009731435,0.00004429329,0.00006196174,0.0001118223,0.00007261083],"domain_scores_gemma":[0.9992775,0.0002769506,0.0001906511,0.00004672722,0.00008657778,0.0001215621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002957935,0.000204947,0.9011905,0.00007218335,0.0000871854,0.009309418,0.0004579584,0.0005688478,0.05782659,0.0004849041,0.001364534,0.02547491],"study_design_scores_gemma":[0.00005951268,0.0007151544,0.9704776,0.00004091475,0.00007242399,0.01582861,0.0007174985,0.002630298,0.007097329,0.0008285274,0.001512461,0.00001964475],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969117,0.0008428372,0.0005517352,0.0002604437,0.00002576903,0.00001701372,0.0001029037,0.00002143855,0.001266172],"genre_scores_gemma":[0.9992958,0.0001462469,0.0001562854,0.0001219266,0.0000405227,0.000009733893,0.00008678389,0.000003744706,0.0001390651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001694511,"threshold_uncertainty_score":0.00566864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06518664957859828,"score_gpt":0.3313673767799113,"score_spread":0.266180727201313,"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."}}