{"id":"W2582225016","doi":"10.1182/blood.v126.23.4804.4804","title":"Gene-Expression for Prediction of Disease Progression Following Initial Management of Follicular Lymphoma","year":2015,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; University of Calgary; Foothills Medical Centre","funders":"","keywords":"Follicular lymphoma; Medicine; Chemoimmunotherapy; Watchful waiting; Oncology; Internal medicine; Progression-free survival; Bioinformatics; Lymphoma; Cancer; Rituximab; Chemotherapy; Biology; Prostate cancer","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":[0.001507473,0.0001804423,0.0005713726,0.002658931,0.00007770125,0.00054917,0.0002496692,0.0003388473,0.002042575],"category_scores_gemma":[0.003714954,0.00007489963,0.0006549265,0.002343791,0.0001850072,0.0002548982,0.0001589445,0.000173089,0.0002904354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002910963,"about_ca_system_score_gemma":0.0002846626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008990249,"about_ca_topic_score_gemma":0.0009106151,"domain_scores_codex":[0.9994472,0.0002078805,0.00008943431,0.0001296281,0.00009465724,0.00003126747],"domain_scores_gemma":[0.9974656,0.001867923,0.0004234389,0.00004338223,0.0001474864,0.00005221769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004627336,0.0001281773,0.8615267,0.002756597,0.001055191,0.0003547024,0.00009329067,0.001596362,0.01241159,0.0001899952,0.001195999,0.1140641],"study_design_scores_gemma":[0.0002344841,0.001538856,0.977108,0.0004879812,0.001997745,0.00101335,0.0002012132,0.003288614,0.008115978,0.0005781109,0.005406162,0.00002943686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9235633,0.0495889,0.004142205,0.0005118534,0.000066351,0.0002049516,0.01894376,0.0001351892,0.002843525],"genre_scores_gemma":[0.9903625,0.002840216,0.002996932,0.00007510791,0.00002959831,0.00008165648,0.003356859,0.000006263253,0.0002509293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002658931,"threshold_uncertainty_score":0.007972419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02767600166570966,"score_gpt":0.3006476489902151,"score_spread":0.2729716473245055,"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."}}