{"id":"W1907806740","doi":"10.1111/j.1525-139x.2009.00655.x","title":"Controversies and Concerns in Hemodialysis
Series Editor: Marcello Tonelli: Calcific Uremic Arteriolopathy Should Be Treated Conservatively","year":2010,"lang":"en","type":"article","venue":"Seminars in Dialysis","topic":"Parathyroid Disorders and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Calciphylaxis; Dermatology; Surgery; Internal medicine; Calcification","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0002216399,0.000340587,0.0008838881,0.0003810757,0.00007953083,0.00004155301,0.0001079087,0.0002828748,0.00008032526],"category_scores_gemma":[0.0004166707,0.000305481,0.0001497169,0.0006281664,0.0004170087,0.0001859137,0.0000578177,0.0003787069,0.00001284003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001153228,"about_ca_system_score_gemma":0.00009434261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001449694,"about_ca_topic_score_gemma":0.004471445,"domain_scores_codex":[0.9982311,0.00009701867,0.0004474216,0.0005463233,0.0002561979,0.0004219577],"domain_scores_gemma":[0.9988014,0.0004411858,0.0001316593,0.0003791245,0.00007806133,0.000168608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008130088,0.0004243582,0.9273612,0.00001694098,0.0002291069,0.0002746008,0.002637318,0.000007280687,0.05046268,0.00003869211,0.01675843,0.0009763527],"study_design_scores_gemma":[0.04205614,0.002348412,0.767779,0.0004152125,0.003226429,0.0001847254,0.0195199,0.002591334,0.07557587,0.001537612,0.0823027,0.002462707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928668,0.002407342,0.000005079497,0.002222824,0.0003942118,0.0004313773,0.00008670735,0.00004292166,0.001542721],"genre_scores_gemma":[0.9956736,0.001683134,0.0002926851,0.0005526934,0.0002806559,0.00009795601,0.0001522083,0.00002877643,0.001238282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1595823,"threshold_uncertainty_score":0.9999397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01967891342260318,"score_gpt":0.2867352968986984,"score_spread":0.2670563834760952,"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."}}