{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004780393,0.0002465016,0.0003883067,0.0006563081,0.0004177795,0.000654838,0.0003765092,0.0005961987,0.002148068],"category_scores_gemma":[0.002575625,0.0001221196,0.0002850431,0.0003889038,0.0003846923,0.000815751,0.0003107586,0.0003563912,0.0005551481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003867804,"about_ca_system_score_gemma":0.0003245609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001521905,"about_ca_topic_score_gemma":0.00263767,"domain_scores_codex":[0.9996301,0.00005253702,0.00005046378,0.0001050621,0.00007510868,0.00008683088],"domain_scores_gemma":[0.9989548,0.0002875167,0.0003505993,0.00005626611,0.0001158381,0.0002349498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005137669,0.0000591652,0.9899544,0.00001820213,0.00002140136,0.0006115095,0.00007617929,0.00007224888,0.001537357,0.00006887216,0.00018438,0.0068826],"study_design_scores_gemma":[0.00006084145,0.001031448,0.9886495,0.00005040664,0.00006189317,0.006773972,0.0004756046,0.0007007983,0.0005737297,0.00043517,0.001176043,0.00001066813],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974067,0.0005664794,0.0001275882,0.0001031011,0.00001115574,0.00001939389,0.0001097332,0.00000717394,0.001648709],"genre_scores_gemma":[0.9993752,0.00008247946,0.0001624235,0.00007873947,0.00002016548,0.000008131957,0.0001579914,0.000002616783,0.0001123368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002148068,"threshold_uncertainty_score":0.007185996,"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."}}