{"id":"W3002249367","doi":"10.1182/blood.2019002414","title":"Leveraging Gene Expression Subgroups to Classify DLBCL Patients and Enrich for Clinical Benefit to a Novel Agent","year":2020,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Diffuse large B-cell lymphoma; Gene expression profiling; Lymphoma; Oncology; Immune system; Internal medicine; Medicine; Biology; Cancer research; Gene expression; Immunology; 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":[0.0004390292,0.0002932475,0.0007623041,0.0008473788,0.000196046,0.0007044809,0.0002105977,0.0002940777,0.0006822658],"category_scores_gemma":[0.0009168281,0.00008983006,0.0004192427,0.0006186857,0.0001630118,0.0002407962,0.0003344303,0.0004161851,0.0002188409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003493403,"about_ca_system_score_gemma":0.0004559122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001007569,"about_ca_topic_score_gemma":0.001899682,"domain_scores_codex":[0.9997101,0.00005266564,0.0000227951,0.00008989246,0.00006341019,0.00006108133],"domain_scores_gemma":[0.9996878,0.000103757,0.00008049187,0.00003298677,0.00004885204,0.0000461273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003618886,0.0004321016,0.7869656,0.0001709295,0.0003602738,0.000221024,0.0001867152,0.003087588,0.08765535,0.0002939855,0.001950125,0.1150575],"study_design_scores_gemma":[0.0003065647,0.001811797,0.9067574,0.00006448293,0.0007627848,0.001094382,0.0004889436,0.042681,0.03434337,0.002089768,0.009547389,0.00005216025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952292,0.0006723045,0.001571078,0.0002010707,0.00001040475,0.00006922679,0.001487578,0.00005033259,0.0007087166],"genre_scores_gemma":[0.9937715,0.0002141583,0.002716269,0.0001171997,0.0000232202,0.00005913482,0.002809567,0.00001338324,0.0002755633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001007569,"threshold_uncertainty_score":0.002534688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08255488850708192,"score_gpt":0.3271549367700174,"score_spread":0.2446000482629355,"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."}}