{"id":"W4389222186","doi":"10.1182/blood-2023-186810","title":"Genomic, Transcriptional, and Immunological Validation of Distinct Molecular Subtypes of Classic Hodgkin Lymphoma through Tissue-Based and Noninvasive Methods","year":2023,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinal Cord Injury BC","funders":"","keywords":"Biology; Epigenetics; Gene expression profiling; Genetics; Genotype; Copy number analysis; Genotyping; Cancer research; Copy-number variation; Gene; Oncology; Computational biology; Genome; Medicine; Gene expression","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":[0.001082617,0.0003306712,0.000266043,0.0009582284,0.0002524359,0.0007064386,0.0002708066,0.0003172168,0.00131449],"category_scores_gemma":[0.001683658,0.0001294642,0.0002644576,0.0006202919,0.0004551632,0.0002370297,0.0007201899,0.000378478,0.0004372025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002235574,"about_ca_system_score_gemma":0.0002578254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007042486,"about_ca_topic_score_gemma":0.001360863,"domain_scores_codex":[0.999155,0.0001824784,0.00007022348,0.0003309152,0.0001871485,0.00007421104],"domain_scores_gemma":[0.9992751,0.0001987438,0.0001870532,0.0001428423,0.0001316605,0.00006459722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009619726,0.0001738421,0.5327117,0.0003320105,0.0003579106,0.0003141685,0.0004466477,0.003428487,0.3843017,0.0008081771,0.001397528,0.07476587],"study_design_scores_gemma":[0.00009359487,0.0005044134,0.7581193,0.00008561662,0.0003135079,0.002408421,0.0008763181,0.03792241,0.1880899,0.003219626,0.008290552,0.00007631498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.962651,0.0007213315,0.03047087,0.0001326492,0.00002077467,0.00009709247,0.003893798,0.0003171561,0.001695409],"genre_scores_gemma":[0.9726766,0.0002122941,0.02083639,0.000135185,0.00002987943,0.0001497954,0.005241721,0.0000592718,0.0006588566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00131449,"threshold_uncertainty_score":0.005725503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03157524680023135,"score_gpt":0.313715626803719,"score_spread":0.2821403800034877,"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."}}