{"id":"W4389248467","doi":"10.1182/blood-2023-181710","title":"A New Machine Learning-Based Prognostic Prediction Strategy for Patients with Diffuse-Large B-Cell Lymphoma","year":2023,"lang":"en","type":"article","venue":"Blood","topic":"CAR-T cell therapy research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Diffuse large B-cell lymphoma; Medicine; Internal medicine; Oncology; Lymphoma; CHOP; ABVD; Rituximab; Chemotherapy; Cyclophosphamide; Vincristine","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":[0.001193747,0.0007551936,0.0009734014,0.002582062,0.0003766833,0.000918516,0.0007632134,0.000700855,0.001861649],"category_scores_gemma":[0.003227527,0.0001870128,0.000736251,0.0007863408,0.0001768459,0.0006604647,0.0005901227,0.0006261838,0.0006564382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005318086,"about_ca_system_score_gemma":0.0008388142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002573869,"about_ca_topic_score_gemma":0.002942531,"domain_scores_codex":[0.9994847,0.0001404925,0.00008041698,0.00014508,0.00008344541,0.00006596726],"domain_scores_gemma":[0.9986009,0.0005912743,0.0002008951,0.00007274375,0.0003656825,0.0001684216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001042405,0.0009632659,0.606227,0.0001174501,0.0003332442,0.0005896458,0.00009293613,0.05492362,0.003115113,0.0004677327,0.007305933,0.3248217],"study_design_scores_gemma":[0.00009543799,0.0004576504,0.05277034,0.00003550318,0.0001802182,0.0005295349,0.00007340074,0.9409738,0.001704098,0.0014679,0.001678679,0.00003344353],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8087186,0.001266817,0.1770339,0.002536153,0.0002575009,0.0004924427,0.004579728,0.002113607,0.003001278],"genre_scores_gemma":[0.960527,0.0001322859,0.0351554,0.0001937389,0.0001722597,0.0002247993,0.002836804,0.00002143152,0.0007362645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002582062,"threshold_uncertainty_score":0.006313205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01719968098037226,"score_gpt":0.2628781309274503,"score_spread":0.245678449947078,"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."}}