{"id":"W2065004262","doi":"10.1111/j.1542-4758.2008.00255.x","title":"Prescribing and monitoring hemodialysis in a 3‐4 ×/week setting","year":2008,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Intensive care medicine; Emergency medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001636223,0.0002439142,0.0004846259,0.0008252725,0.0006759727,0.0005676338,0.0004585731,0.0004612267,0.001482187],"category_scores_gemma":[0.006631054,0.0001512195,0.000306942,0.0007448178,0.0001928156,0.0005919901,0.0002944724,0.0006460321,0.0006658327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004983211,"about_ca_system_score_gemma":0.001581481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004093457,"about_ca_topic_score_gemma":0.00829301,"domain_scores_codex":[0.9981704,0.0007596666,0.0003384726,0.00008913728,0.0005654037,0.00007681476],"domain_scores_gemma":[0.9962729,0.0008414088,0.001478973,0.000139283,0.0008263208,0.0004410063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003009721,0.001002003,0.3916259,0.0008099187,0.00007643988,0.001423267,0.0007490263,0.001748309,0.004918354,0.0005589527,0.02945544,0.5673314],"study_design_scores_gemma":[0.0000993642,0.002525425,0.9059977,0.00163756,0.0001907035,0.008558997,0.001702277,0.004083239,0.004920504,0.001471694,0.06869715,0.000115437],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6991082,0.05495687,0.0710402,0.03458907,0.001982505,0.002507744,0.001894016,0.001992032,0.1319294],"genre_scores_gemma":[0.8659503,0.03937813,0.0794028,0.003747014,0.00127357,0.0007838013,0.0007526753,0.0001298691,0.008581878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004093457,"threshold_uncertainty_score":0.008653283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02845158056739655,"score_gpt":0.2725183660959237,"score_spread":0.2440667855285272,"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."}}