{"id":"W4389247395","doi":"10.1182/blood-2023-186950","title":"Refining Diagnostic Subtypes of Peripheral T-Cell Lymphoma Using a Multiparameter Approach","year":2023,"lang":"en","type":"article","venue":"Blood","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Peripheral T-cell lymphoma; Lymphoma; Immunophenotyping; Medicine; GATA3; Internal medicine; Not Otherwise Specified; T cell; Oncology; Immunology; Flow cytometry; Biology; Immune system; Gene","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":[0.004409406,0.0006549521,0.0009870882,0.0068939,0.000605415,0.002267285,0.001503723,0.0006651852,0.001080642],"category_scores_gemma":[0.004841971,0.000416398,0.0006964211,0.001882258,0.0004129028,0.001167054,0.002270431,0.0006709059,0.0006294298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006384611,"about_ca_system_score_gemma":0.0004369079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001733069,"about_ca_topic_score_gemma":0.002933198,"domain_scores_codex":[0.9982724,0.000509256,0.0002974089,0.0003586422,0.0003408113,0.00022145],"domain_scores_gemma":[0.9975816,0.0005742201,0.0003722394,0.0004639503,0.000850905,0.0001571021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001009074,0.00009221134,0.8411471,0.0002044708,0.000256603,0.001126918,0.001019518,0.002982987,0.06731384,0.0004322013,0.0007554399,0.08365962],"study_design_scores_gemma":[0.0001105386,0.0004998926,0.8526024,0.0002228478,0.0007887399,0.00896347,0.003293413,0.0962096,0.02583793,0.003235086,0.008109012,0.0001270422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717862,0.001670358,0.02203275,0.0001253516,0.00002397726,0.0003816161,0.0004789184,0.0002491823,0.003251692],"genre_scores_gemma":[0.9701866,0.0004325269,0.02759936,0.00005644807,0.00004181954,0.0001949964,0.0009691386,0.00006624304,0.000452825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0068939,"threshold_uncertainty_score":0.02331942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03964803548680238,"score_gpt":0.2756707230290382,"score_spread":0.2360226875422358,"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."}}