{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02512842,0.0009360844,0.000624514,0.001154866,0.0004818352,0.0011717,0.0009859646,0.0006207512,0.0007543007],"category_scores_gemma":[0.02282007,0.0004313386,0.0005787147,0.0008533758,0.001094763,0.0002730195,0.001426968,0.0004346972,0.0004129223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000883902,"about_ca_system_score_gemma":0.0007672745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002552235,"about_ca_topic_score_gemma":0.002551161,"domain_scores_codex":[0.9677116,0.01520625,0.002220726,0.007663076,0.006241428,0.0009569801],"domain_scores_gemma":[0.982863,0.00823633,0.001506683,0.003291902,0.003694699,0.0004073798],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005600933,0.0009658925,0.6286049,0.0006112621,0.001256373,0.000240716,0.006656244,0.007244633,0.1889663,0.0008857241,0.001774061,0.157193],"study_design_scores_gemma":[0.0003112415,0.004957933,0.8714267,0.00008801075,0.0008794338,0.000655994,0.0006102408,0.01402331,0.09982324,0.0003087882,0.006815927,0.00009925057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758905,0.000385488,0.02140719,0.00002878408,0.00004085721,0.0004021079,0.0002274396,0.0002313648,0.001386337],"genre_scores_gemma":[0.9820772,0.0000895661,0.0160964,0.00004546757,0.0000229674,0.0003274043,0.0008327458,0.00003194107,0.0004762398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9748716,"threshold_uncertainty_score":0.1328933,"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."}}