{"id":"W2905334699","doi":"10.1093/oso/9780190238667.003.0040","title":"The Non-Hodgkin Lymphomas","year":2017,"lang":"en","type":"book","venue":"Oxford University Press eBooks","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Lymphoma; Immunology; Immunodeficiency; Medicine; Immune system; Biology","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":[0.0002657084,0.0006821137,0.0006399025,0.001594765,0.0004082277,0.001546142,0.0005264971,0.0008657826,0.03885717],"category_scores_gemma":[0.0008922784,0.0002739838,0.0003021055,0.001363533,0.0006294424,0.001462815,0.0009332418,0.002323476,0.03844212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007164839,"about_ca_system_score_gemma":0.0007515584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000913089,"about_ca_topic_score_gemma":0.002572032,"domain_scores_codex":[0.9996948,0.00004089118,0.00002955458,0.0000442883,0.0001581345,0.00003232436],"domain_scores_gemma":[0.9996822,0.00009118072,0.00002895363,0.00002439598,0.0001061624,0.00006709966],"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":[0.00002534298,0.00002982325,0.0002226906,0.0005051321,0.000005764577,0.0001273258,0.00005498073,0.00008549579,0.0006551974,0.00743357,0.5650411,0.4258136],"study_design_scores_gemma":[0.000002775731,0.000008145181,0.0001823366,0.0001789901,0.000001565488,0.0006095219,0.000009733967,0.00000852559,0.00005530521,0.001362114,0.997579,0.000001946108],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0008867287,0.6203677,0.002527608,0.008345691,0.01301033,0.0001569264,0.0009908044,0.0004605944,0.3532536],"genre_scores_gemma":[0.00691218,0.4317597,0.003732595,0.01270192,0.01035229,0.0001150647,0.001880871,0.0001611799,0.532384],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03885717,"threshold_uncertainty_score":0.1299902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01994943720133035,"score_gpt":0.2326054637319193,"score_spread":0.212656026530589,"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."}}