{"id":"W2804066649","doi":"10.1016/j.jpsychores.2018.03.118","title":"Using the Edmonton Symptom Assessment System to estimate symptom burden and severity in patients on dialysis and kidney transplant recipients","year":2018,"lang":"en","type":"article","venue":"Journal of Psychosomatic Research","topic":"Neurological and metabolic disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Physical therapy; Physical activity; Dialysis; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001218498,0.0004914512,0.0006666975,0.0013751,0.0005153865,0.001088716,0.0004865897,0.000626008,0.001391209],"category_scores_gemma":[0.003432094,0.0002867086,0.001055801,0.001097289,0.0002464419,0.0008231103,0.001197586,0.0008801118,0.000173271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007804028,"about_ca_system_score_gemma":0.000805756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01520779,"about_ca_topic_score_gemma":0.02774009,"domain_scores_codex":[0.9993718,0.0002348469,0.00009956217,0.00007827149,0.0001135824,0.0001019512],"domain_scores_gemma":[0.998679,0.0003192467,0.0005519654,0.00004963026,0.0001646384,0.0002355819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001105413,0.00005286345,0.9984648,0.000007650301,0.0001013401,0.00002314871,0.00004684988,0.00006862327,0.00003682567,0.00001317901,0.00009697443,0.000977105],"study_design_scores_gemma":[0.00001147123,0.00005610324,0.9991572,0.000006681803,0.00003431845,0.00003364264,0.0001721,0.0004249522,0.00001196056,0.00002312426,0.00006342476,0.000005066792],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985242,0.0002245662,0.0000658646,0.00007308598,0.0000123646,0.00001979099,0.0004593892,0.000002628629,0.0006180121],"genre_scores_gemma":[0.9985718,0.0001290124,0.0002391481,0.00005269916,0.00001547527,0.00002009964,0.0007300632,0.000001459081,0.000240165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01520779,"threshold_uncertainty_score":0.03023857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05704394271869368,"score_gpt":0.4315152677823965,"score_spread":0.3744713250637028,"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."}}