{"id":"W4389222044","doi":"10.1182/blood-2023-174139","title":"Multi-Dimensional Molecular and Tumor-Microenvironment Analysis of Classic Hodgkin Lymphoma","year":2023,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; University of Victoria; Princess Margaret Cancer Centre; University Health Network; Spinal Cord Injury BC","funders":"","keywords":"Biology; Neuroblastoma RAS viral oncogene homolog; Cancer research; Tumor microenvironment; CDKN2A; Lymphoma; ATRX; Comparative genomic hybridization; Gene expression profiling; Cancer; KRAS; Gene; Immunology; Mutation; Gene expression; Genetics; Chromosome","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":[0.0001249373,0.0001026491,0.000117994,0.0008336536,0.00008002342,0.0002782205,0.00006792871,0.0001041474,0.0009133292],"category_scores_gemma":[0.0001253461,0.00008289113,0.0001387434,0.0004583747,0.00008535016,0.0001037411,0.0001797009,0.00009244961,0.0001445102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001148937,"about_ca_system_score_gemma":0.00006088674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004294254,"about_ca_topic_score_gemma":0.0006292381,"domain_scores_codex":[0.9999348,0.00000928278,0.000004793428,0.00001963157,0.00001891065,0.00001260138],"domain_scores_gemma":[0.9999378,0.00001334587,0.00002214243,0.000006729503,0.000009792601,0.00001015081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003146877,0.00003336902,0.1103029,0.0001078532,0.00006649919,0.0002081923,0.0001173197,0.001635722,0.8692011,0.0001724601,0.0002339834,0.01760598],"study_design_scores_gemma":[0.000009693083,0.0001601762,0.84934,0.000009141301,0.00007421439,0.001381517,0.0002788492,0.01187279,0.1342673,0.0003880516,0.002199703,0.00001845479],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945219,0.0003736047,0.003558718,0.00001600105,0.000002732423,0.000008486276,0.001091337,0.00006828758,0.0003589495],"genre_scores_gemma":[0.9947009,0.0001364349,0.003914618,0.00001337935,0.000003946409,0.00001994628,0.0009080455,0.000008412079,0.0002942654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009133292,"threshold_uncertainty_score":0.003055394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.012070556515798,"score_gpt":0.2430055648692046,"score_spread":0.2309350083534066,"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."}}