{"id":"W2048725276","doi":"10.1111/j.1492-7535.2004.01089.x","title":"Six years' experience with short daily hemodialysis: Do the early improvements persist in the mid and long term?","year":2004,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Term (time); Home hemodialysis; Intensive care medicine; Emergency medicine; Pediatrics; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.0003884465,0.0001890894,0.0002521085,0.0002111935,0.0001129067,0.0002462895,0.0004063076,0.00004444599,0.0001020456],"category_scores_gemma":[0.00006527102,0.0001032138,0.000187739,0.0003714866,0.0002067146,0.0001639204,0.0001201733,0.0001673242,0.00001994337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001375489,"about_ca_system_score_gemma":0.00004884603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001853457,"about_ca_topic_score_gemma":0.0001771006,"domain_scores_codex":[0.9980588,0.00005799221,0.0003177598,0.0004162941,0.0009169297,0.0002322314],"domain_scores_gemma":[0.9992429,0.00005932369,0.00008196745,0.0004384822,0.00008819527,0.0000891309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00063143,0.001214408,0.9335659,0.0000390441,0.001895665,0.0004674943,0.0185672,0.0003980394,0.002027838,0.000975411,0.0003773428,0.03984022],"study_design_scores_gemma":[0.002074225,0.000109176,0.9934284,0.00009716956,0.0005762005,0.00001828838,0.001896818,0.0001179379,0.0004544347,0.0001056604,0.0009392783,0.0001823856],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933889,0.0001642723,0.0004693901,0.002254965,0.0001318718,0.0004062516,0.000008397138,0.00001668493,0.003159279],"genre_scores_gemma":[0.9974737,0.00008558393,0.0001876589,0.00150403,0.0002619678,0.00014996,0.00005641204,0.00001543151,0.0002652802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05986251,"threshold_uncertainty_score":0.4208938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01178964984654983,"score_gpt":0.2616068729651145,"score_spread":0.2498172231185646,"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."}}