{"id":"W1488831052","doi":"10.1002/cyto.b.21251","title":"Novel lymphocyte screening tube using dried monoclonal antibody reagents","year":2015,"lang":"en","type":"article","venue":"Cytometry Part B Clinical Cytometry","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; London Health Sciences Centre","funders":"","keywords":"CD20; Bone marrow; Medicine; Antibody; CD5; Chemistry; Pathology; Immunology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002505875,0.000670324,0.001708141,0.001011809,0.0002445926,0.0001444517,0.0004183039,0.0006644074,0.0002797531],"category_scores_gemma":[0.003437976,0.000589113,0.0008623773,0.003038969,0.0004087941,0.0003563531,0.0004686406,0.00056825,0.0006469743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008446777,"about_ca_system_score_gemma":0.0009214872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001743282,"about_ca_topic_score_gemma":0.00000292788,"domain_scores_codex":[0.9937598,0.0002264997,0.00197776,0.001355426,0.001574248,0.001106287],"domain_scores_gemma":[0.9944476,0.001107118,0.0005370814,0.001296157,0.0005438199,0.002068243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00122097,0.003516884,0.9735877,0.00006500934,0.001006958,0.0007006484,0.00004131104,0.00003586718,0.002535339,0.00005940393,0.003183626,0.01404627],"study_design_scores_gemma":[0.03434862,0.002087619,0.9012203,0.000662873,0.001412741,0.001241504,0.0002870519,0.005262319,0.007592986,0.00004631595,0.04470626,0.001131476],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806821,0.001613124,0.01066072,0.0003480309,0.001917141,0.0007260865,0.0001200312,0.0003207842,0.003611995],"genre_scores_gemma":[0.9634411,0.0002867263,0.03089199,0.002135619,0.002092401,0.00003429817,0.0003335353,0.00012475,0.0006595987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07236747,"threshold_uncertainty_score":0.999656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3074094827735038,"score_gpt":0.468385736012965,"score_spread":0.1609762532394612,"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."}}