{"id":"W4378639327","doi":"10.1016/j.jim.2023.113504","title":"Effect of storage time on peripheral blood mononuclear cell isolation from blood collected in vacutainer CPT™ tubes","year":2023,"lang":"en","type":"article","venue":"Journal of Immunological Methods","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Ministère de l'Agriculture, des Pêcheries et de l'Alimentation","funders":"","keywords":"Vacutainer; Peripheral blood mononuclear cell; Peripheral blood; Isolation (microbiology); Chromatography; Blood cell; Chemistry; Medicine; Biology; Immunology; Biochemistry; Microbiology; In vitro","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":[0.00106567,0.0001720767,0.0004409783,0.000127488,0.0000410836,0.00001717643,0.00022848,0.0002980578,0.00007833944],"category_scores_gemma":[0.0005065022,0.0001237741,0.0002216333,0.0002847296,0.00006205958,0.000006520041,0.00005008994,0.000325555,0.000003549432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001677456,"about_ca_system_score_gemma":0.00003569583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001705566,"about_ca_topic_score_gemma":7.384512e-7,"domain_scores_codex":[0.9977981,0.001192512,0.0004891558,0.0001892156,0.0001333461,0.000197685],"domain_scores_gemma":[0.9991638,0.000349914,0.0001821196,0.0001707448,0.00008775564,0.00004567327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001769414,0.0003165863,0.001323111,0.00001289696,0.0001554757,0.00003399793,0.00007167103,0.0005207541,0.9913149,0.000001500465,0.00005573565,0.004423976],"study_design_scores_gemma":[0.002979781,0.008747404,0.01032467,0.00004264672,0.0001150919,0.00001291005,0.00002367718,0.0008100754,0.9765036,0.00007113106,0.0002266526,0.0001424231],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970315,0.0009340173,0.001426726,0.00004127164,0.0001816035,0.0001227153,0.00001087867,0.00001145979,0.0002398434],"genre_scores_gemma":[0.9815162,0.0003376971,0.01771944,0.00003921683,0.0001291086,0.000003209683,0.00001937767,0.00002231764,0.0002134195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01629272,"threshold_uncertainty_score":0.5047359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009861830485092486,"score_gpt":0.2849795888941967,"score_spread":0.2751177584091042,"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."}}