{"id":"W3127011222","doi":"10.14740/jh766","title":"Bone Marrow Involvement by Aggressive B Cell Lymphoma Undetected by Aspirate Immunophenotyping","year":2021,"lang":"en","type":"article","venue":"Journal of Hematology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fraser Health","funders":"","keywords":"Immunophenotyping; Medicine; Bone marrow; Pathology; Lymphoma; Immunology; Flow cytometry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001426249,0.0002036041,0.0007618397,0.00009913102,0.00008006107,0.00002486016,0.00008873108,0.0001484454,0.000270022],"category_scores_gemma":[0.0001071785,0.0001590517,0.0002185723,0.0001715558,0.00006069843,0.00007468923,0.00005891779,0.0001323247,0.00004143389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003107469,"about_ca_system_score_gemma":0.0003867526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002149178,"about_ca_topic_score_gemma":0.000005046307,"domain_scores_codex":[0.9983503,0.0001120714,0.0007237004,0.0002046332,0.0002919563,0.0003173124],"domain_scores_gemma":[0.9981692,0.0001329273,0.0009133257,0.0002424501,0.0003455019,0.0001965393],"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":[0.001222514,0.01039197,0.04103274,0.0005745338,0.002352458,0.03106852,0.000647761,0.000005057855,0.6076485,0.0007225938,0.2786076,0.02572576],"study_design_scores_gemma":[0.01645426,0.001308854,0.003072134,0.0005529211,0.0005156764,0.01433771,0.0005218617,0.00002257308,0.9339244,0.0003316434,0.0287275,0.0002304591],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9243615,0.07144196,0.00007796684,0.002869848,0.0003593102,0.0001242723,0.00001280811,0.00001426801,0.0007380286],"genre_scores_gemma":[0.995573,0.001436831,0.0008025927,0.001500106,0.00006254657,0.00001072228,0.00003558433,0.00002576631,0.0005528452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3262759,"threshold_uncertainty_score":0.6485941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01023142853810066,"score_gpt":0.2426480615753535,"score_spread":0.2324166330372529,"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."}}