{"id":"W2282026400","doi":"10.1158/1078-0432.ccr-15-2305","title":"Next-Generation Sequencing in Diffuse Large B-Cell Lymphoma Highlights Molecular Divergence and Therapeutic Opportunities: a LYSA Study","year":2016,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":196,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Maisonneuve-Rosemont","funders":"Institut National Du Cancer","keywords":"Diffuse large B-cell lymphoma; DNA sequencing; Computational biology; Lymphoma; Divergence (linguistics); Cancer research; Biology; Medicine; Genetics; DNA; Pathology","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":[0.002159267,0.0002813699,0.000360127,0.0003488726,0.0001790476,0.0007433756,0.0002250143,0.0005419953,0.000674018],"category_scores_gemma":[0.001442365,0.0001083246,0.0002896183,0.0003111366,0.0003710156,0.0003894527,0.0004368205,0.0004697514,0.0001610628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005133048,"about_ca_system_score_gemma":0.0003958915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004452205,"about_ca_topic_score_gemma":0.0007577942,"domain_scores_codex":[0.9995079,0.0001955579,0.00002964615,0.0001266923,0.00009145271,0.00004862416],"domain_scores_gemma":[0.9994743,0.0002038787,0.00007541621,0.0000683071,0.00007875846,0.00009933706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0101682,0.0008217125,0.2042245,0.0006575142,0.0008754061,0.001846001,0.0004995926,0.004051529,0.4893322,0.002763796,0.002257828,0.2825017],"study_design_scores_gemma":[0.00225163,0.0121704,0.654187,0.0003359957,0.00170682,0.01890422,0.0009777292,0.0369482,0.2095433,0.006492718,0.0563489,0.0001330589],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867321,0.006505811,0.0043558,0.0007805572,0.00002697145,0.00005440797,0.0004115433,0.00006304733,0.001069879],"genre_scores_gemma":[0.9918105,0.001224687,0.005263802,0.000581168,0.00003574152,0.00004621513,0.0006023418,0.00002116079,0.000414419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002159267,"threshold_uncertainty_score":0.01141942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.437137671494779,"score_gpt":0.4702727758321284,"score_spread":0.0331351043373494,"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."}}