{"id":"W2915447319","doi":"10.1111/hdi.12739","title":"Medication regimen complexity and medication adherence in elderly patients with chronic kidney disease","year":2019,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Polypharmacy; Comorbidity; Kidney disease; Hemodialysis; Internal medicine; Logistic regression; Medication adherence; Renal function; Regimen; Dialysis; Physical therapy; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001865508,0.000124016,0.0002045002,0.0001705861,0.00003136812,0.00001982806,0.0001765706,0.00005295576,0.00368972],"category_scores_gemma":[0.0001838196,0.0001040025,0.00003377067,0.0001887354,0.0001367903,0.0001832473,0.00003810542,0.0001554908,0.0004231263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001952469,"about_ca_system_score_gemma":0.0003738907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006026841,"about_ca_topic_score_gemma":0.0000241954,"domain_scores_codex":[0.9983978,0.00003968725,0.000301352,0.000380324,0.0007313468,0.0001495253],"domain_scores_gemma":[0.998932,0.00004533137,0.0001874518,0.0003325288,0.0001950236,0.0003076588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002762325,0.0002356294,0.9825246,0.00006767301,0.0000661847,0.000002807994,0.000100536,0.000005106455,0.0001155389,0.001662084,0.002662076,0.01228153],"study_design_scores_gemma":[0.003866226,0.0001704621,0.9797379,0.0003494794,0.00005205784,0.000002575479,0.00002499685,0.006815373,0.00005033901,0.0006051179,0.008197936,0.0001275385],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830649,0.0001019358,0.001256483,0.009001632,0.0002636213,0.0005965594,0.00002388115,0.0000402532,0.005650682],"genre_scores_gemma":[0.9952508,0.0000835289,0.0006851343,0.001283329,0.0001100696,0.00009470359,0.0008915224,0.00001008161,0.00159088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0121858,"threshold_uncertainty_score":0.9972211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02282660745594098,"score_gpt":0.2858429236638059,"score_spread":0.2630163162078649,"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."}}