{"id":"W3162249178","doi":"10.1080/10428194.2021.1919658","title":"A 10-color flow cytometry panel for diagnosis and minimal residual disease in chronic lymphocytic leukemia","year":2021,"lang":"en","type":"article","venue":"Leukemia & lymphoma/Leukemia and lymphoma","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University","funders":"Canadian Institutes of Health Research","keywords":"Chronic lymphocytic leukemia; Minimal residual disease; Immunophenotyping; Medicine; Flow cytometry; Multilocus sequence typing; clone (Java method); Leukemia; Immunology; Oncology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002284427,0.0005249124,0.000293944,0.001763294,0.0002553585,0.0006479069,0.0007178488,0.0006406805,0.004100504],"category_scores_gemma":[0.00231133,0.0002765489,0.0002932204,0.0005140792,0.0003566414,0.000499562,0.0004364771,0.0006517271,0.001313923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007033797,"about_ca_system_score_gemma":0.0005031464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001414214,"about_ca_topic_score_gemma":0.002759227,"domain_scores_codex":[0.9986055,0.0005470074,0.000128963,0.0001732046,0.0004076406,0.0001377543],"domain_scores_gemma":[0.999028,0.0003828175,0.00008907783,0.0001142155,0.0002645006,0.0001214764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002400509,0.0004327276,0.09314605,0.0001998623,0.00007426262,0.0007082493,0.000330567,0.001663155,0.7564924,0.002026517,0.00754793,0.1349778],"study_design_scores_gemma":[0.0004851543,0.004379872,0.2164875,0.000256196,0.000260796,0.01062424,0.0002011499,0.06112136,0.6247488,0.00197345,0.07927495,0.0001864966],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8180979,0.004802309,0.148495,0.001512195,0.0004307852,0.001021945,0.002439692,0.002738936,0.02046118],"genre_scores_gemma":[0.8320465,0.001159317,0.1553689,0.0008233176,0.0001161335,0.0006618312,0.003446837,0.0001217637,0.006255351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004100504,"threshold_uncertainty_score":0.01371753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02986774142796106,"score_gpt":0.2905386127932589,"score_spread":0.2606708713652978,"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."}}