{"id":"W1928182686","doi":"10.1002/cyto.b.21233","title":"Screening bone marrow samples for abnormal lymphoid populations and myelodysplasia‐related features with one 10‐color 14‐antibody screening tube","year":2015,"lang":"en","type":"article","venue":"Cytometry Part B Clinical Cytometry","topic":"Hematological disorders and diagnostics","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine; Myeloid; CD34; Bone marrow; CD5; Myelodysplastic syndromes; Internal medicine; CD3; CD19; Lymphocyte; CD33; CD20; Antibody; Gastroenterology; Immunology; CD8; Pathology; Antigen; Biology; Stem cell","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002153339,0.0005841561,0.001736049,0.0007921206,0.0003923756,0.0001538094,0.0002535455,0.0008771872,0.0002981666],"category_scores_gemma":[0.01811052,0.0004631991,0.0003824138,0.002270699,0.0006882066,0.0003224266,0.0002622146,0.0008191261,0.00006604566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006268988,"about_ca_system_score_gemma":0.0002270241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004010244,"about_ca_topic_score_gemma":0.00002053408,"domain_scores_codex":[0.9951275,0.0002181288,0.001625238,0.001076664,0.0009308918,0.001021588],"domain_scores_gemma":[0.9927952,0.003934505,0.0004700233,0.0006445863,0.0006252488,0.001530466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004312324,0.001304771,0.971918,0.0002587705,0.0005396387,0.0002212041,0.00005382978,0.00006777892,0.0001837934,0.001237412,0.01090475,0.008997709],"study_design_scores_gemma":[0.01932068,0.006718045,0.9461671,0.0009169952,0.001350992,0.001060929,0.000773691,0.001972119,0.0003629739,0.0007162764,0.01948044,0.001159786],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9348997,0.003120776,0.05493471,0.002181255,0.0004372838,0.001609615,0.0002677177,0.0004289632,0.00212001],"genre_scores_gemma":[0.9099674,0.0001926138,0.08558474,0.001358778,0.0005237996,0.00009030861,0.0009848,0.0001034049,0.001194209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03065003,"threshold_uncertainty_score":0.999782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1628465825561171,"score_gpt":0.400939106180215,"score_spread":0.2380925236240979,"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."}}