{"id":"W2110859080","doi":"10.1634/theoncologist.2012-0228","title":"The Case for Chemotherapy Alone for Limited-Stage Hodgkin's Lymphoma","year":2012,"lang":"en","type":"article","venue":"The Oncologist","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Hodgkin lymphoma; Lymphoma; Chemotherapy; Stage (stratigraphy); Oncology; Disease; Radiation therapy; Internal medicine","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":[0.0006733108,0.0001696972,0.0002686451,0.00001870962,0.000572069,0.00003878844,0.0001321348,0.00009218223,0.00002285342],"category_scores_gemma":[0.0001985437,0.00007625108,0.0002103895,0.00007727151,0.0001831727,0.00004393159,0.00003116278,0.00003496686,0.00002743654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003479691,"about_ca_system_score_gemma":0.00009869404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001834834,"about_ca_topic_score_gemma":0.0001356626,"domain_scores_codex":[0.9990197,0.0000429285,0.0002034275,0.0001628814,0.00009752801,0.00047347],"domain_scores_gemma":[0.997775,0.001430638,0.0001189825,0.0004780855,0.0000766172,0.0001206912],"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":[0.003260716,0.003447182,0.01260776,0.00009973048,0.0007908694,0.0002877597,0.001100228,0.000003569126,0.0003937218,0.01680764,0.165273,0.7959279],"study_design_scores_gemma":[0.01046472,0.001470947,0.01601001,0.00001569104,0.0003382366,0.0009147523,0.0009454235,0.0001961075,0.005345615,0.0002659189,0.9638876,0.0001450393],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9455801,0.003891815,0.0004948991,0.04070165,0.0007595916,0.004245403,0.0001325113,0.0001204025,0.004073579],"genre_scores_gemma":[0.9876872,0.0003830237,0.001343102,0.003210531,0.000765227,0.001675245,0.00002988684,0.00002752902,0.004878205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7986146,"threshold_uncertainty_score":0.439995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05237129043345985,"score_gpt":0.3465056750231264,"score_spread":0.2941343845896666,"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."}}