{"id":"W2604230568","doi":"10.1002/cyto.b.21526","title":"A comprehensive assessment of immunophenotyping performed in cryopreserved peripheral whole blood","year":2017,"lang":"en","type":"article","venue":"Cytometry Part B Clinical Cytometry","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Canadian Institutes of Health Research; Canadian Association for the Study of the Liver","keywords":"Immunophenotyping; Cryopreservation; Peripheral blood mononuclear cell; Whole blood; Immunology; Flow cytometry; Cytometry; Medicine; Pathology; Biology; Andrology; In vitro","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001085531,0.0003496241,0.0008411706,0.0002493051,0.0002988807,0.0001223988,0.001119634,0.0005282775,0.0001209542],"category_scores_gemma":[0.001034996,0.0003449554,0.0004676762,0.0003361308,0.0005886215,0.00003062207,0.0005047829,0.0006272052,0.0000105245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003521184,"about_ca_system_score_gemma":0.0002214961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008023462,"about_ca_topic_score_gemma":0.00004122031,"domain_scores_codex":[0.9967645,0.0002567499,0.001265736,0.0007658103,0.0003810144,0.000566135],"domain_scores_gemma":[0.9971995,0.0001928243,0.0005643488,0.001567742,0.0002568752,0.0002186511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002732172,0.0008141939,0.6947041,0.0001107455,0.0002085937,0.00001570049,0.00001906789,0.00002650838,0.3017624,0.00001424969,0.0001852661,0.00186592],"study_design_scores_gemma":[0.005051035,0.001079023,0.948225,0.0001337588,0.00007584103,0.000009529904,0.0001095553,0.0006852295,0.03628175,0.00003475609,0.007843,0.0004715275],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945775,0.0008574697,0.0007971162,0.0001071503,0.0009895497,0.0003202612,0.00006130181,0.00002042586,0.002269252],"genre_scores_gemma":[0.9957335,0.0005059456,0.00238811,0.0002357334,0.0005630329,0.00002661164,0.0001179468,0.00005318917,0.0003759483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2654807,"threshold_uncertainty_score":0.9999002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07884485263047297,"score_gpt":0.3942240291145867,"score_spread":0.3153791764841137,"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."}}