{"id":"W4397047908","doi":"10.1681/asn.20223311s1471b","title":"Cost-Utility of Real-Time Potassium Monitoring in Hemodialysis Patients","year":2022,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Potassium and Related Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Orthopaedic Innovation Centre","funders":"","keywords":"Hemodialysis; Medicine; Potassium; Intensive care medicine; Urology; Internal medicine; Metallurgy; Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006898077,0.0009061542,0.001716736,0.001309417,0.000160391,0.001817746,0.0009988919,0.001051243,0.002149916],"category_scores_gemma":[0.02742526,0.0004520939,0.004906414,0.001262092,0.0004241574,0.001152467,0.0007629145,0.00121594,0.000114453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003771011,"about_ca_system_score_gemma":0.002506854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005787999,"about_ca_topic_score_gemma":0.002519543,"domain_scores_codex":[0.9948137,0.004192703,0.0002220081,0.0002685971,0.0003191264,0.0001838744],"domain_scores_gemma":[0.9864299,0.01175013,0.001085015,0.0001754879,0.0003814647,0.0001779871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01204709,0.0006206906,0.03040753,0.004638663,0.01380921,0.0003943775,0.0001078251,0.8736658,0.0007907351,0.006416677,0.001396042,0.05570535],"study_design_scores_gemma":[0.004189605,0.008899348,0.04076498,0.003193097,0.03327537,0.0009581507,0.0003955766,0.8732216,0.003161965,0.02674187,0.004960703,0.000237725],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9018134,0.04003418,0.04171937,0.004280838,0.0002481485,0.0008987751,0.004595523,0.0001270096,0.006282744],"genre_scores_gemma":[0.9937662,0.002237761,0.003068774,0.0001627869,0.00002114724,0.0001480724,0.0003849998,0.000006687521,0.0002035101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006898077,"threshold_uncertainty_score":0.03648096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01548000314919131,"score_gpt":0.2749329760203171,"score_spread":0.2594529728711258,"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."}}