{"id":"W2168463338","doi":"10.1111/j.1542-4758.2010.00461.x","title":"Polycythemia due to obstructive sleep apnea in a patient on hemodialysis","year":2010,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Hemoglobinopathies and Related Disorders","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Hemodialysis; Kidney disease; Erythropoietin; Asymptomatic; Dialysis; Population; Internal medicine; Continuous positive airway pressure; Anemia; Obstructive sleep apnea; Sleep apnea; COPD; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001753105,0.0002460429,0.0004243837,0.0007441511,0.00006737462,0.00003791183,0.0002227938,0.0002335073,0.001152755],"category_scores_gemma":[0.0004474991,0.0002160909,0.0002821014,0.0006008799,0.00007153396,0.00008097915,0.0000936787,0.0006153424,0.000410867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000201945,"about_ca_system_score_gemma":0.00006982037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001712871,"about_ca_topic_score_gemma":0.0001269699,"domain_scores_codex":[0.9979897,0.00003669253,0.0004830001,0.0005193532,0.0006362856,0.0003350088],"domain_scores_gemma":[0.9989278,0.00009890351,0.0001116938,0.0004182995,0.0001841476,0.0002591696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00475055,0.00385627,0.09197263,0.00005324373,0.002151171,0.002680304,0.01136117,0.005343503,0.1126024,0.007134303,0.005813559,0.7522808],"study_design_scores_gemma":[0.03378898,0.002750946,0.3806051,0.0007478534,0.001822586,0.002620304,0.008105212,0.1122445,0.2477014,0.008349495,0.1963107,0.004952989],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9656985,0.0000157134,0.0003494731,0.00531277,0.001205304,0.000338484,0.00002989265,0.0000573176,0.02699248],"genre_scores_gemma":[0.9947174,0.000007058683,0.002144147,0.002228903,0.0002963352,0.00008076456,0.00009324785,0.00003214054,0.0004000432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7473279,"threshold_uncertainty_score":0.9997603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005926351011796455,"score_gpt":0.2393934736237871,"score_spread":0.2334671226119907,"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."}}