{"id":"W2137781261","doi":"10.1182/asheducation-2004.1.203","title":"Low-Grade Lymphoma","year":2004,"lang":"en","type":"review","venue":"Hematology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"BC Cancer Agency; University of Chicago","keywords":"Rituximab; Follicular lymphoma; Lymphoma; Medicine; Transplantation; Clinical trial; Oncology; Internal medicine; Bioinformatics; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004735805,0.0004626494,0.00300513,0.0001929707,0.00004690211,0.00001007544,0.0001207694,0.0005911255,0.0002653161],"category_scores_gemma":[0.00004023581,0.0003143307,0.0007749971,0.0001989259,0.0000909051,0.0000168821,0.00006354167,0.0001040155,0.002464745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005417098,"about_ca_system_score_gemma":0.001009544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002440677,"about_ca_topic_score_gemma":0.000003545137,"domain_scores_codex":[0.9983224,0.00005886548,0.000560172,0.0004951924,0.0001601341,0.0004032888],"domain_scores_gemma":[0.9987957,0.0001506822,0.0002214549,0.0006035325,0.0000297316,0.0001988448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005524131,0.001222719,0.00005433533,0.04730027,0.0006036389,0.004155416,0.00001797646,1.562961e-8,1.956519e-8,0.01437861,0.002275574,0.9299859],"study_design_scores_gemma":[0.001709273,0.0001400761,0.00002480406,0.02945581,0.002042783,0.01857991,0.000003547565,1.175722e-7,0.00002010823,0.0001424735,0.9476548,0.0002263479],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002216018,0.9953016,0.000003442002,0.0001647427,0.0003372569,0.0008456658,0.00001683992,0.0001105357,0.003197764],"genre_scores_gemma":[0.00009447442,0.9981194,0.0002737423,0.0001889344,0.0001202382,0.0004154937,0.000236934,0.00006636732,0.0004843825],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9453792,"threshold_uncertainty_score":0.9999309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0432592770647726,"score_gpt":0.3485343886494601,"score_spread":0.3052751115846875,"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."}}