{"id":"W2001507179","doi":"10.1177/0961203315575587","title":"What investigations are needed to optimally monitor for malignancies in SLE?","year":2015,"lang":"en","type":"review","venue":"Lupus","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal General Hospital; University of Alberta; University of Calgary; McGill University Health Centre","funders":"Canadian Institutes of Health Research; McGill University","keywords":"Medicine; Population; Incidence (geometry); Cancer; MEDLINE; Observational study; Internal medicine; Cervical cancer; Cancer screening; Cyclophosphamide; Malignancy; Intensive care medicine; Family medicine; Oncology; Chemotherapy; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008705164,0.0005065965,0.002588796,0.0008328041,0.00006070983,0.0001775908,0.0004385419,0.0004987547,0.00002498239],"category_scores_gemma":[0.001372815,0.00039807,0.0004062984,0.0009832463,0.00008494053,0.0002126286,0.000185574,0.000420773,0.0004514725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001000468,"about_ca_system_score_gemma":0.001386079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004994082,"about_ca_topic_score_gemma":0.0001097601,"domain_scores_codex":[0.9968411,0.0001708795,0.0009624201,0.000641335,0.0007041702,0.0006800389],"domain_scores_gemma":[0.9972213,0.0004142498,0.0002984029,0.0009070201,0.0005147462,0.0006442827],"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":[0.0001095379,0.0001975993,0.001039867,0.1454786,0.0003655357,0.0002882017,0.003157345,0.000008241483,0.00001528229,0.0001835388,0.7102674,0.1388889],"study_design_scores_gemma":[0.0008150171,0.0001433805,5.674193e-7,0.1059283,0.0002765838,0.003283049,0.002830783,0.00001485017,0.000006939033,0.00005675476,0.886332,0.0003118181],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003044917,0.9841161,0.00003346465,0.001523878,0.006597659,0.006935,0.00007193745,0.00009243392,0.0003249757],"genre_scores_gemma":[0.000002233668,0.9412805,0.003368973,0.0003351569,0.0006988823,0.003472534,0.0002164968,0.0001604099,0.05046474],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1760646,"threshold_uncertainty_score":0.9998471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1487369036641455,"score_gpt":0.4116886083018261,"score_spread":0.2629517046376806,"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."}}