{"id":"W2042790564","doi":"10.1182/blood-2014-07-537480","title":"Risk assessment in the management of newly diagnosed classical Hodgkin lymphoma","year":2015,"lang":"en","type":"review","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"BC Cancer Agency","keywords":"Medicine; Lymphoma; Intensive care medicine; Malignancy; Risk assessment; Disease; Hodgkin lymphoma; Oncology; Internal medicine; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008655125,0.0006071314,0.001377374,0.002500647,0.0002457471,0.0008329005,0.0007583231,0.0009724175,0.001330687],"category_scores_gemma":[0.002193974,0.0002127465,0.0006472964,0.001604422,0.000531139,0.001004418,0.000590503,0.001939824,0.000608088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006732657,"about_ca_system_score_gemma":0.0008200216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00123567,"about_ca_topic_score_gemma":0.002102453,"domain_scores_codex":[0.9996037,0.0001091858,0.00008238589,0.00004966674,0.0001330328,0.00002220821],"domain_scores_gemma":[0.999131,0.0005617186,0.0001155054,0.00001338717,0.0001405995,0.00003781236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005657949,0.00003469663,0.0005258406,0.0114745,0.0001196477,0.0003232023,0.00007620998,0.0003585104,0.0002862128,0.001744227,0.01211621,0.9728842],"study_design_scores_gemma":[0.00005238919,0.0001999994,0.005984055,0.02049782,0.0006184909,0.01241902,0.0002981838,0.0004933467,0.0005557399,0.006306547,0.9525042,0.00007024262],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000110552,0.9991289,0.000126686,0.0002297182,0.00007342669,0.000002468065,0.000005648903,0.000003511306,0.0003190803],"genre_scores_gemma":[0.001589628,0.9976225,0.0002744567,0.0001697612,0.0001809443,0.00000413205,0.00001488689,0.000001210141,0.000142396],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002500647,"threshold_uncertainty_score":0.004884899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04405258293351854,"score_gpt":0.3522229458863241,"score_spread":0.3081703629528056,"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."}}