{"id":"W2790911472","doi":"10.1111/sdi.12688","title":"When is more frequent hemodialysis beneficial?","year":2018,"lang":"en","type":"review","venue":"Seminars in Dialysis","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Adverse effect; Hemodialysis; Left ventricular hypertrophy; Internal medicine; Randomized controlled trial; Cohort; Renal function; Cardiology; Blood pressure; Quality of life (healthcare)","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":["insufficient_payload"],"category_scores_codex":[0.0008206234,0.001054133,0.005278043,0.002161802,0.0001156035,0.0001236967,0.0007017953,0.0007076328,0.002723909],"category_scores_gemma":[0.000287638,0.0008112075,0.004081055,0.002333394,0.0002438378,0.00008921125,0.0004678731,0.0005374473,0.000953575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007756687,"about_ca_system_score_gemma":0.0003832876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002698557,"about_ca_topic_score_gemma":0.00009487126,"domain_scores_codex":[0.9943327,0.0002839217,0.001831845,0.00155291,0.001181718,0.000816877],"domain_scores_gemma":[0.9963851,0.0001892364,0.0007252019,0.002066332,0.0001803647,0.0004537672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000028573,0.0005741099,0.0001443343,0.01218823,0.00325969,0.0003288952,0.0009142215,0.000002123637,5.073134e-7,0.00003034983,0.04653455,0.9359944],"study_design_scores_gemma":[0.0004560765,0.00008750667,0.00002028226,0.02087812,0.02856688,0.00001080577,0.0001504236,0.00004346327,0.00000600091,0.0003749616,0.9486538,0.0007516738],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002201705,0.9903618,0.00002694339,0.0005407428,0.0003950611,0.001472049,0.000182175,0.00008843312,0.006712593],"genre_scores_gemma":[0.00003759458,0.9909381,0.001019533,0.0008387517,0.001146345,0.0004842845,0.001202926,0.0001664976,0.004165984],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9352428,"threshold_uncertainty_score":0.9998243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03142490844089371,"score_gpt":0.3262954686459611,"score_spread":0.2948705602050674,"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."}}