{"id":"W2081608286","doi":"10.1159/000185141","title":"Clinical Features and Severity of Nonspecific Symptoms in Dialysis Patients","year":2008,"lang":"en","type":"article","venue":"The Nephron journals/Nephron journals","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Memorial University of Newfoundland","funders":"","keywords":"Medicine; Hemodialysis; Dialysis; Nausea; Vomiting; Peritoneal dialysis; Internal medicine; Headaches; Quality of life (healthcare); Physical therapy; Surgery","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002822932,0.0004484235,0.001438997,0.0007252717,0.000381755,0.0001189348,0.0004245177,0.0002460481,0.00102547],"category_scores_gemma":[0.0002429974,0.0002873169,0.0008631478,0.0009215708,0.0005718654,0.0003031418,0.0002249875,0.0011784,0.0000401964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001643172,"about_ca_system_score_gemma":0.000204372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005462814,"about_ca_topic_score_gemma":0.00008755056,"domain_scores_codex":[0.9943042,0.0008407197,0.002211812,0.0005249303,0.001462852,0.0006554199],"domain_scores_gemma":[0.9966103,0.000354346,0.001144348,0.000712351,0.0004677108,0.0007108822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001027328,0.002248,0.8859885,0.0001130857,0.00147085,0.00040177,0.001058592,0.000112863,0.000479389,0.00002726754,0.03196686,0.07510548],"study_design_scores_gemma":[0.004718206,0.0004446814,0.9775876,0.0005884552,0.0007795244,0.0003281739,0.0002655433,0.0001283149,0.00006663425,0.0002097701,0.01457698,0.0003060934],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847187,0.01014683,0.0001406343,0.001962625,0.0004143999,0.0005951592,0.00002656491,0.00002451874,0.001970547],"genre_scores_gemma":[0.9802835,0.01636795,0.0002648266,0.001377894,0.0007522596,0.00001521206,0.0000143866,0.00005038441,0.000873554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09159911,"threshold_uncertainty_score":0.9999579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02969912476119278,"score_gpt":0.3144764269044596,"score_spread":0.2847773021432668,"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."}}