{"id":"W4408246348","doi":"10.1111/hdi.13227","title":"Hemodialysis Nonattendance: Patient Characteristics and Outcomes in a Single Renal Center in North West England","year":2025,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Manchester Biomedical Research Centre; National Institute for Health and Care Research","keywords":"Medicine; Dialysis; Hemodialysis; Logistic regression; Transplantation; Kidney transplantation; Single Center; Cohort; Cohort study; Internal medicine; Emergency 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005572219,0.0002224715,0.0004827651,0.0007985675,0.0009576333,0.001423607,0.0006127537,0.0005079522,0.001748755],"category_scores_gemma":[0.001818862,0.0004728741,0.0002846989,0.001330713,0.0007147211,0.001049367,0.001275047,0.0005759762,0.0002323304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001811156,"about_ca_system_score_gemma":0.001771257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04638606,"about_ca_topic_score_gemma":0.08398245,"domain_scores_codex":[0.9991505,0.0001769994,0.0001207152,0.0002313139,0.0001243026,0.0001961869],"domain_scores_gemma":[0.9964368,0.0004184821,0.001752987,0.0001313961,0.0002888641,0.0009714147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006963735,0.00008168534,0.9972932,0.00001879868,0.00002121159,0.0005339874,0.0008445592,0.00002865883,0.0002229171,0.00001473485,0.0001343222,0.0007362749],"study_design_scores_gemma":[0.00002113233,0.00016208,0.9964381,0.00002158745,0.00001525257,0.0008398326,0.002101354,0.0001418633,0.00004888713,0.000012636,0.0001888564,0.000008374967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994886,0.000112635,0.00003146095,0.00008512638,0.000002921553,0.00001218538,0.000139036,0.000001774426,0.0001262273],"genre_scores_gemma":[0.9995875,0.00007819199,0.00004932203,0.00007751708,0.000008833217,0.00001296439,0.000102274,0.000001048529,0.00008250635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04638606,"threshold_uncertainty_score":0.09223211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00899840434313216,"score_gpt":0.2491609280722638,"score_spread":0.2401625237291316,"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."}}