{"id":"W4389230555","doi":"10.1182/blood-2023-189296","title":"Mixture Model to Predict the Cumulative Incidence of Relapses in Follicular Lymphoma : Need for Longer Follow-up or Alternative Outcomes","year":2023,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Concordia University; Health Sciences Centre; McGill University","funders":"","keywords":"Follicular lymphoma; Medicine; Rituximab; Cumulative incidence; Internal medicine; Lymphoma; Lenalidomide; Proportional hazards model; Oncology; Follicular phase; Cohort; Multiple myeloma","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":[0.01172454,0.001309659,0.002280693,0.002932455,0.0005009398,0.002038702,0.001780214,0.001883896,0.004463525],"category_scores_gemma":[0.02431668,0.0006212099,0.003557923,0.00135404,0.0005620149,0.001342146,0.001416512,0.002441746,0.0006753014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001166195,"about_ca_system_score_gemma":0.001264042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009423987,"about_ca_topic_score_gemma":0.004502868,"domain_scores_codex":[0.9972609,0.001672595,0.0001547489,0.0005410646,0.0001610169,0.0002096254],"domain_scores_gemma":[0.9798931,0.01681695,0.001513419,0.0008354575,0.0005558406,0.0003853156],"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":[0.009983953,0.00126231,0.5112259,0.000531622,0.004849589,0.0005538373,0.0005184276,0.2973587,0.00153985,0.01086808,0.00546488,0.1558428],"study_design_scores_gemma":[0.0002539731,0.0005798375,0.03272871,0.0001067049,0.0008949807,0.0002737558,0.0000867404,0.9554195,0.0002851931,0.008044448,0.001249123,0.00007705543],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7619454,0.004769742,0.2239838,0.002014311,0.0002780721,0.0006052734,0.004390159,0.0005820782,0.00143106],"genre_scores_gemma":[0.9710879,0.0006479536,0.02198814,0.0001818773,0.000140225,0.0004266428,0.003989047,0.000059603,0.001478686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01172454,"threshold_uncertainty_score":0.06200606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0364898041094287,"score_gpt":0.3124659496955246,"score_spread":0.2759761455860959,"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."}}