{"id":"W1999569879","doi":"10.1111/j.1542-4758.2007.00195.x","title":"Dialysis quality and quantity: How much and how often?","year":2007,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dialysis; Hemodialysis; Intensive care medicine; Dialysis Therapy; Renal replacement therapy; End stage renal disease; Dialysis adequacy; Disease; 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":[0.01864779,0.0004957143,0.002287009,0.002491617,0.001784096,0.01022821,0.001464973,0.002643079,0.00828042],"category_scores_gemma":[0.09670336,0.000368625,0.00092071,0.003786851,0.003681553,0.00894409,0.002138622,0.004724291,0.001884424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006027448,"about_ca_system_score_gemma":0.004108757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008973878,"about_ca_topic_score_gemma":0.0127382,"domain_scores_codex":[0.9820945,0.00948721,0.001985842,0.000855059,0.004960469,0.0006169608],"domain_scores_gemma":[0.9184712,0.03202038,0.01352877,0.002187804,0.02584305,0.007948742],"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":[0.0005562624,0.000313854,0.1302512,0.001930553,0.0006313783,0.0001549083,0.001610265,0.0003156668,0.0003208929,0.007792551,0.1536924,0.7024301],"study_design_scores_gemma":[0.0003731531,0.001014208,0.3757522,0.02516996,0.001725928,0.002027165,0.03243487,0.005400054,0.00202496,0.1525999,0.4007503,0.0007272476],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04904769,0.1628029,0.006618337,0.7483652,0.009057222,0.0001236382,0.0009549055,0.0002284485,0.02280172],"genre_scores_gemma":[0.8124835,0.09390021,0.008674936,0.06287503,0.01464457,0.0001475659,0.0005169107,0.0002735586,0.006483659],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01864779,"threshold_uncertainty_score":0.09862012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03683321051747008,"score_gpt":0.3217116199956498,"score_spread":0.2848784094781797,"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."}}