{"id":"W4362668845","doi":"10.1097/hs9.0000000000000863","title":"Genetic and Microenvironment Features Do Not Distinguish Follicular Lymphoma Patients Requiring Immediate or Deferred Treatment","year":2023,"lang":"en","type":"article","venue":"HemaSphere","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinal Cord Injury BC; University of British Columbia","funders":"Takeda Oncology; Blood Cancer UK; Genentech; Celgene; KWF Kankerbestrijding; Teva Pharmaceutical Industries; National Cancer Institute; Cancer Research UK; GlaxoSmithKline; Pfizer","keywords":"Medicine; Follicular lymphoma; Asymptomatic; Rituximab; Lymphoma; Stage (stratigraphy); Biopsy; International Prognostic Index; Internal medicine; Surgery; Oncology","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":[0.00004264712,0.0003235155,0.0004086802,0.00004768739,0.0001520424,0.00005120846,0.00005582853,0.0001005929,0.0001416422],"category_scores_gemma":[0.00005630971,0.0002172072,0.0001383444,0.0001601947,0.0000632338,0.00003471619,0.00009552005,0.00003165954,0.0001835777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004393951,"about_ca_system_score_gemma":0.00005404195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001268784,"about_ca_topic_score_gemma":0.000055444,"domain_scores_codex":[0.998417,0.00003032417,0.0002804585,0.0005253278,0.0003059862,0.0004408626],"domain_scores_gemma":[0.9991437,0.00008679807,0.00008820226,0.0003890435,0.00002601741,0.0002662794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005177857,0.001373884,0.8041718,0.0001710492,0.0004970258,0.001939945,0.0008426822,0.00001422628,0.0008897038,0.00002788656,0.004402446,0.1851516],"study_design_scores_gemma":[0.009326715,0.0008721654,0.972477,0.0001952437,0.0003445388,0.00008788746,0.000190911,0.00003037102,0.00631465,0.00002637745,0.009902475,0.0002316964],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957122,0.0021785,0.000001484877,0.0003318324,0.0001599271,0.0007460808,0.00004561359,0.0001189086,0.0007054546],"genre_scores_gemma":[0.994153,0.001919167,0.000717031,0.0002193136,0.0001496071,0.0002568202,0.0001237156,0.00005344671,0.002407911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1849199,"threshold_uncertainty_score":0.8857452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01846272990717091,"score_gpt":0.2521091809439376,"score_spread":0.2336464510367667,"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."}}