{"id":"W2890733322","doi":"10.1080/1744666x.2018.1519394","title":"Managing cancer risk in patients with systemic lupus erythematous","year":2018,"lang":"en","type":"review","venue":"Expert Review of Clinical Immunology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Calgary; Université de Montréal","funders":"","keywords":"Medicine; Cancer; Immunology; Population; Hepatitis B virus; Internal medicine; Hepatitis B; Lung cancer; Oncology; Virus","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003610316,0.0008062588,0.01216345,0.0004828499,0.00004944201,0.00001025617,0.0009075525,0.0009594111,0.0004081737],"category_scores_gemma":[0.003219187,0.0004775875,0.001438082,0.0008958456,0.0007218291,0.00007197061,0.000412122,0.001810517,0.0003755258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004218876,"about_ca_system_score_gemma":0.001329035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001600391,"about_ca_topic_score_gemma":0.00001570339,"domain_scores_codex":[0.9883856,0.002791486,0.006031618,0.001181183,0.0008165047,0.0007936649],"domain_scores_gemma":[0.9913149,0.001862335,0.003558569,0.002344136,0.0007127166,0.0002073462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000210193,0.0004209145,0.03491176,0.3461393,0.001790951,0.00006093758,0.00007159137,8.957064e-9,2.505633e-8,0.000009678696,0.004767568,0.6116171],"study_design_scores_gemma":[0.00194463,0.000554818,0.00008237889,0.5328001,0.0008932496,0.002383099,0.00002043352,6.88209e-7,8.910803e-8,0.000003796398,0.4610532,0.0002635751],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000539846,0.990797,0.00001205955,0.00008661445,0.002293827,0.005567566,0.00003794059,0.00005650307,0.0006086513],"genre_scores_gemma":[0.00001416189,0.9969813,0.0002788808,0.0002098237,0.0005000309,0.001051471,0.000107816,0.0001752793,0.0006811905],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6113535,"threshold_uncertainty_score":0.9997676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06512714336319633,"score_gpt":0.4520706184707156,"score_spread":0.3869434751075193,"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."}}