{"id":"W2941311325","doi":"10.1007/978-3-030-11515-9_4","title":"Precursor Lymphoid Neoplasms","year":2019,"lang":"en","type":"book-chapter","venue":"Pathology for clinicians","topic":"Acute Lymphoblastic Leukemia research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Immunophenotyping; Bone marrow; Lymphoblast; Lymphoma; Lymph; Pathology; Population; Haematopoiesis; Medicine; Lymphoblastic lymphoma; Biology; Immunology; Flow cytometry; Oncology; T cell; Stem cell; Genetics; Cell culture; Immune system","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":[0.0001417164,0.0003312003,0.0002209101,0.0006784836,0.0003562091,0.00124921,0.0004181149,0.0004546506,0.03588599],"category_scores_gemma":[0.0003386196,0.0001914574,0.0001805339,0.0003354663,0.0003978481,0.001018535,0.0007146067,0.001428553,0.01228286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004356264,"about_ca_system_score_gemma":0.0004399687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004086736,"about_ca_topic_score_gemma":0.001413402,"domain_scores_codex":[0.9999309,0.000009749408,0.000003751634,0.00001274029,0.00003242951,0.00001051182],"domain_scores_gemma":[0.9999229,0.00002813534,0.000005334673,0.00001020389,0.00001947548,0.00001401362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006549701,0.00006836237,0.0007400161,0.0004990404,0.000007796934,0.003084469,0.0004052823,0.0003664907,0.01159618,0.1174246,0.2952357,0.5705065],"study_design_scores_gemma":[0.000003066408,0.0000172053,0.0002943935,0.0001291243,0.000003771272,0.006545419,0.00005473791,0.00006440243,0.001112602,0.01020656,0.9815658,0.000002860574],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005188846,0.06132574,0.009861773,0.00275359,0.003145652,0.00009469649,0.0002294972,0.0003873931,0.9170129],"genre_scores_gemma":[0.02133785,0.03814379,0.009110874,0.001980527,0.001609309,0.00007219616,0.0003671499,0.0001206175,0.9272577],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03588599,"threshold_uncertainty_score":0.1200506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03926914111503557,"score_gpt":0.3322450257068762,"score_spread":0.2929758845918407,"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."}}