{"id":"W1598650364","doi":"10.1111/j.0894-0959.2004.17210.x","title":"DAILY HEMODIALYSIS—SELECTED TOPICS: An International Registry to Compare Quotidian Dialysis Regimens with Conventional Thrice‐Weekly Hemodialysis: Why, How, and Potential Pitfalls","year":2004,"lang":"en","type":"article","venue":"Seminars in Dialysis","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Dialysis; Hemodialysis; Intensive care medicine; Internal medicine","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"],"consensus_categories":[],"category_scores_codex":[0.0005830948,0.0006234592,0.001334297,0.00144363,0.000227486,0.0004120901,0.000599312,0.0001716723,0.0002868312],"category_scores_gemma":[0.0002956901,0.0005502821,0.0005155937,0.00247723,0.0002636434,0.0005038267,0.0002669496,0.0003702577,0.00003526978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005152893,"about_ca_system_score_gemma":0.0002696375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000909657,"about_ca_topic_score_gemma":0.00229504,"domain_scores_codex":[0.9953706,0.0002369081,0.0008202341,0.001430452,0.001411551,0.0007302845],"domain_scores_gemma":[0.9969919,0.00006914508,0.0003811031,0.001208593,0.0005512754,0.0007980372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009072629,0.01333855,0.7705317,0.0008652784,0.02347237,0.005515879,0.01133291,0.05251379,0.03092087,0.004357687,0.02176099,0.05631736],"study_design_scores_gemma":[0.03508659,0.002485859,0.8650836,0.002937157,0.02298709,0.000309291,0.01437044,0.006571993,0.007446404,0.002376305,0.03547819,0.004867091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9695074,0.0003978068,0.004232381,0.0218484,0.0002900846,0.0009090118,0.0001118157,0.0001463559,0.002556728],"genre_scores_gemma":[0.9863808,0.0004381975,0.00739696,0.001432226,0.0007364597,0.0001858117,0.001347692,0.00007223796,0.002009627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09455189,"threshold_uncertainty_score":0.9996949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009029897465125366,"score_gpt":0.2451023197625085,"score_spread":0.2360724222973831,"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."}}