{"id":"W2572395858","doi":"10.1182/blood.v126.23.175.175","title":"Prediction of Primary Treatment Outcome Using Gene Expression Profiling of Pre-Treatment Biopsies Obtained from Childhood and Adolescent Hodgkin Lymphoma Patients","year":2015,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Oncology; Internal medicine; Clinical trial; Lymphoma; Chemotherapy","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":[0.0001560608,0.0001215362,0.0001938311,0.000377957,0.0001290435,0.0002610897,0.00008053111,0.0001772182,0.0007997444],"category_scores_gemma":[0.0003243687,0.0000654973,0.0001018188,0.0003323751,0.0001697609,0.00009119506,0.0001174975,0.0001907026,0.0001859754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001278129,"about_ca_system_score_gemma":0.0001156069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000481832,"about_ca_topic_score_gemma":0.0006732496,"domain_scores_codex":[0.9998888,0.00002081681,0.000008880053,0.00003296453,0.00002479758,0.00002384187],"domain_scores_gemma":[0.9998498,0.00005781831,0.00003824886,0.00001025443,0.00002435241,0.0000195208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001785434,0.0001770357,0.7402045,0.000139377,0.00008006433,0.0004555972,0.000260312,0.0007460692,0.2310047,0.00009120711,0.0005383101,0.02451745],"study_design_scores_gemma":[0.00003409172,0.0005553864,0.9514037,0.0000163945,0.00005530499,0.001059688,0.0002318396,0.001275951,0.04351738,0.00006273191,0.001780851,0.000006673356],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972386,0.0004815742,0.0008377201,0.00002450877,0.000005579495,0.00003769758,0.0009359798,0.000009545322,0.0004288249],"genre_scores_gemma":[0.9956591,0.000324652,0.001611925,0.00006200466,0.00001040255,0.00006554165,0.001947305,0.0000042736,0.0003148172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007997444,"threshold_uncertainty_score":0.002675414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04240074650842571,"score_gpt":0.2596635195842217,"score_spread":0.217262773075796,"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."}}