{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003806148,0.0005069857,0.0002384257,0.0009810802,0.0001829293,0.0001893495,0.0002667275,0.0003457679,0.003788573],"category_scores_gemma":[0.0003939301,0.0001095906,0.0001280199,0.0002710427,0.0001842655,0.0001264783,0.0002065619,0.00018063,0.0008322647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001184087,"about_ca_system_score_gemma":0.0001352009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002405048,"about_ca_topic_score_gemma":0.000345668,"domain_scores_codex":[0.9997579,0.00005407049,0.000035246,0.00006719754,0.00005831413,0.00002717896],"domain_scores_gemma":[0.9998108,0.00005767001,0.00002915798,0.00001800037,0.00005395153,0.00003037802],"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":[0.001225585,0.0002566319,0.1844411,0.0002759873,0.00004624878,0.001192293,0.0001831924,0.0002021503,0.7862085,0.0001734003,0.0007051351,0.02508981],"study_design_scores_gemma":[0.0002356531,0.002826161,0.4130842,0.0001120432,0.0002341301,0.01852747,0.0002379388,0.004113229,0.5517443,0.0003140347,0.008542466,0.00002830904],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9852816,0.0009274312,0.01066928,0.00006623199,0.00001991063,0.0002308293,0.0006122345,0.000215728,0.001976607],"genre_scores_gemma":[0.9700798,0.0004805525,0.02526383,0.0001755954,0.00003104626,0.0002992967,0.002224244,0.000032048,0.001413595],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003788573,"threshold_uncertainty_score":0.01267397,"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."}}