{"id":"W3205486870","doi":"10.1016/j.medj.2021.09.006","title":"Cell-free DNA in Hodgkin Lymphoma: A future standard?","year":2021,"lang":"no","type":"letter","venue":"Med","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Spinal Cord Injury BC; University of British Columbia; BC Cancer Agency","funders":"Canadian Institutes of Health Research; Michael Smith Health Research BC; Uehara Memorial Foundation","keywords":"Hodgkin lymphoma; Lymphoma; DNA; Cancer research; Medicine; Computational biology; Oncology; Internal medicine; Biology; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004282371,0.001150076,0.002237377,0.0004521976,0.0001394531,0.000151573,0.0006295919,0.001698771,0.003819139],"category_scores_gemma":[0.0002130708,0.0009590623,0.0006881497,0.0007323864,0.000138992,0.00008500807,0.0004027739,0.0008459383,0.0005953569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002851358,"about_ca_system_score_gemma":0.001758529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005607141,"about_ca_topic_score_gemma":0.0003983437,"domain_scores_codex":[0.9940915,0.0004619191,0.001049598,0.001479787,0.001561005,0.001356259],"domain_scores_gemma":[0.9962341,0.0004220175,0.0003770066,0.002366742,0.0002270854,0.0003730062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003502023,0.00157488,0.01503146,0.0009924727,0.0005330011,0.04465497,0.001184134,6.341723e-7,0.00009628632,0.0000359573,0.9187202,0.01682574],"study_design_scores_gemma":[0.03211683,0.0005991072,0.04121448,0.001780755,0.001059269,0.000185695,0.0006996972,0.000005972642,0.004653994,0.00007035888,0.9167817,0.0008321368],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2371772,0.07811478,0.000008694677,0.6459648,0.00863228,0.002614608,0.001511209,0.0001564217,0.02582005],"genre_scores_gemma":[0.2801074,0.02650578,0.002295509,0.5480158,0.05588034,0.002605441,0.01064762,0.0009749415,0.07296714],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09794895,"threshold_uncertainty_score":0.9995973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01059111068853671,"score_gpt":0.2335308052138205,"score_spread":0.2229396945252838,"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."}}