{"id":"W2061507083","doi":"10.1002/cyto.10084","title":"Reduction of variation in T‐cell subset enumeration among 55 laboratories using single‐platform, three or four‐color flow cytometry based on CD45 and SSC‐based gating of lymphocytes","year":2002,"lang":"en","type":"article","venue":"Cytometry","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Enumeration; Flow cytometry; CD8; Cytometry; CD3; T cell; Molecular biology; Biology; Immunology; Chemistry; Mathematics; Combinatorics; Antigen; Immune system","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":[0.0002765047,0.0001931691,0.000267336,0.0003739138,0.00007743064,0.00003175928,0.0000939134,0.0002620783,0.00003151485],"category_scores_gemma":[0.0002558295,0.0001878657,0.00005951539,0.0008740964,0.0001089434,0.00002959219,0.00001846726,0.00009442969,5.72785e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008535014,"about_ca_system_score_gemma":0.00009025765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007020088,"about_ca_topic_score_gemma":0.0000591479,"domain_scores_codex":[0.9987558,0.00006202802,0.0004405607,0.0003200256,0.0002212583,0.0002003885],"domain_scores_gemma":[0.9991776,0.0000708747,0.0002811099,0.0002377015,0.00017919,0.00005351778],"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":[0.0003562434,0.0002570085,0.04575458,0.0001641325,0.000015995,0.00000212493,0.0001001186,0.006127878,0.9463081,0.000003252359,0.00001171627,0.0008988404],"study_design_scores_gemma":[0.001521894,0.0004493848,0.01108748,0.00009123304,0.00003142354,0.000002618185,0.00006361226,0.1808212,0.8057327,0.000008574737,0.00001137154,0.000178442],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836474,0.0002376211,0.015524,0.00001210513,0.0001924397,0.0002130227,0.00005352571,0.00001270567,0.000107179],"genre_scores_gemma":[0.9911944,0.00002402219,0.008512624,0.00004050893,0.0001172659,0.000007522209,0.00006209619,0.00002860115,0.00001300232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1746933,"threshold_uncertainty_score":0.7660943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03784780558096462,"score_gpt":0.2338827199127991,"score_spread":0.1960349143318345,"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."}}