{"id":"W1971431348","doi":"10.1159/000328072","title":"Renal Association Clinical Practice Guideline on Haemodialysis","year":2011,"lang":"en","type":"article","venue":"Nephron Clinical Practice","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Guideline; Peritoneal dialysis; Intensive care medicine; Renal replacement therapy; Dialysis; Transplantation; Audit; Medical prescription; Kidney disease; Nephrology; Clinical trial; Kidney transplantation; Clinical audit; Internal medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01770794,0.0003315694,0.001020451,0.0001587798,0.0001573547,0.00008430719,0.0002784221,0.0005425561,0.001692396],"category_scores_gemma":[0.1232841,0.0002642073,0.001056559,0.0004952244,0.0001330354,0.0007053431,0.0001952999,0.001418326,0.003538119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002559898,"about_ca_system_score_gemma":0.0003242946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001767442,"about_ca_topic_score_gemma":0.00001369364,"domain_scores_codex":[0.9913049,0.00234699,0.003227951,0.0009848018,0.001630295,0.0005050377],"domain_scores_gemma":[0.9840575,0.01032574,0.002270731,0.001165043,0.001461569,0.0007193732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009947812,0.01358286,0.005251769,0.00003071865,0.003964791,0.0008292129,0.0001391935,0.00001656329,0.00001754773,0.002597749,0.7352713,0.2283504],"study_design_scores_gemma":[0.003601178,0.00206861,0.03676182,0.00006178588,0.007492085,0.00001777889,0.0002537791,0.0004920779,0.00002008259,0.0002054283,0.9487417,0.0002837067],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01249616,0.0003725378,0.004972994,0.08447226,0.003036058,0.001288787,0.00002169333,0.0003223352,0.8930172],"genre_scores_gemma":[0.1974219,0.006524174,0.3060335,0.4559069,0.01389278,0.0001205118,0.0003671051,0.00021784,0.01951528],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8735019,"threshold_uncertainty_score":0.999981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1237089273937843,"score_gpt":0.4537556969281096,"score_spread":0.3300467695343254,"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."}}