{"id":"W4389831827","doi":"10.1186/s13045-023-01520-7","title":"Integrative analysis of clinicopathological features defines novel prognostic models for mantle cell lymphoma in the immunochemotherapy era: a report from The North American Mantle Cell Lymphoma Consortium","year":2023,"lang":"en","type":"article","venue":"Journal of Hematology & Oncology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; University of Calgary","funders":"National Cancer Institute","keywords":"Mantle cell lymphoma; Medicine; Internal medicine; Oncology; Cohort; Retrospective cohort study; Hematology; Hematopoietic stem cell transplantation; Transplantation; Lymphoma","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009989792,0.0003114522,0.002040893,0.0004084253,0.0001063002,0.00001554939,0.000409247,0.0002218007,0.00001555233],"category_scores_gemma":[0.0004974997,0.0001510179,0.000793229,0.001169521,0.0005842411,0.00005531572,0.00006975946,0.0002276701,0.000004869758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002067037,"about_ca_system_score_gemma":0.0007241199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000375932,"about_ca_topic_score_gemma":0.001073688,"domain_scores_codex":[0.9970064,0.0003923979,0.00149099,0.0003825815,0.0003102182,0.0004174473],"domain_scores_gemma":[0.9911431,0.006029686,0.001865103,0.0004850548,0.0003927488,0.0000842722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003004099,0.009704208,0.9580492,0.00004803599,0.002378187,0.006888155,0.00402172,0.000231142,0.0008150035,0.0004984587,0.007151145,0.007210657],"study_design_scores_gemma":[0.01038026,0.003128964,0.9685426,0.0000609197,0.00358992,0.00478412,0.004754226,0.0008736195,0.002042226,0.0004849112,0.001200151,0.0001580448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897324,0.00238475,0.0003934273,0.005997925,0.0002208641,0.0007401526,0.00009296952,0.00001641562,0.0004210647],"genre_scores_gemma":[0.9934266,0.001264104,0.003206744,0.001642065,0.00008703888,0.0001702165,0.0001117358,0.00002285786,0.0000687048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01049345,"threshold_uncertainty_score":0.615833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03229713330724578,"score_gpt":0.3348060902558893,"score_spread":0.3025089569486435,"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."}}