{"id":"W2803119329","doi":"10.1002/hsr2.46","title":"Dialysis‐related practice patterns among hemodialysis patients with cancer","year":2018,"lang":"en","type":"article","venue":"Health Science Reports","topic":"Parathyroid Disorders and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Kyowa Hakko Kirin; Fresenius Medical Care North America; Sanofi; AbbVie; Kidney Foundation of Canada; Amgen","keywords":"Hemodialysis; Medicine; Cancer; Dialysis; Internal medicine; Anemia; Intensive care medicine; Erythropoietin; Oncology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006938079,0.0001653269,0.0003464467,0.0002103198,0.0005102937,0.00004513469,0.00006657796,0.00004575831,0.00007908505],"category_scores_gemma":[0.0001930997,0.0001136017,0.00005316739,0.00129485,0.0004951305,0.0005020042,0.000040852,0.0001152962,0.00002420207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003332641,"about_ca_system_score_gemma":0.001409639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004399492,"about_ca_topic_score_gemma":0.0004278156,"domain_scores_codex":[0.997261,0.00002707711,0.0004826563,0.0006506284,0.001005004,0.0005736504],"domain_scores_gemma":[0.9976349,0.00002067665,0.0006495233,0.0004925638,0.0006769804,0.0005252916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000502029,0.0004307015,0.9952451,0.000008394244,0.00005585444,0.0001229135,0.0004849958,0.00000399145,0.0000124396,0.000002883591,0.0004139292,0.003168572],"study_design_scores_gemma":[0.001012154,0.0005375161,0.9966856,0.00005089274,0.0001387153,0.00008757209,0.0001020032,0.0001264676,0.0001583369,0.00001245793,0.0009690956,0.0001191577],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941621,0.0004067649,0.00008441624,0.0009387313,0.000313246,0.0006081772,0.000004004415,0.00005617833,0.003426373],"genre_scores_gemma":[0.9980435,0.0001379897,0.0004108248,0.0009411038,0.00005820971,0.00005510855,0.00002573658,0.00001521398,0.0003122574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003971676,"threshold_uncertainty_score":0.6650745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01280988979799017,"score_gpt":0.3408978273382258,"score_spread":0.3280879375402356,"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."}}