{"id":"W2087238164","doi":"10.1159/000360541","title":"Inpatient and Emergent Resource Use of Patients on Dialysis at an Academic Medical Center","year":2014,"lang":"en","type":"article","venue":"Nephron Clinical Practice","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Dialysis; Ambulatory; Emergency department; Modalities; Psychological intervention; Healthcare Cost and Utilization Project; Emergency medicine; Resource use; Population; Treatment modality; Intensive care medicine; Health care; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000426229,0.0002058806,0.0002467532,0.0007070974,0.0006509862,0.0007433642,0.0004604654,0.0003250046,0.003100382],"category_scores_gemma":[0.002294972,0.0001900236,0.0002432213,0.0009332297,0.0002368741,0.0005512804,0.0008750624,0.0007032043,0.0001787215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009391404,"about_ca_system_score_gemma":0.0009314767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00769875,"about_ca_topic_score_gemma":0.0138175,"domain_scores_codex":[0.9991127,0.0001627427,0.0001709701,0.0001143242,0.0002142782,0.0002250144],"domain_scores_gemma":[0.9970617,0.0003737595,0.001677521,0.00005375379,0.0001714131,0.0006618463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003316499,0.00005111156,0.9977552,0.00001263963,0.0000179573,0.0001279973,0.0001109598,0.00005067673,0.00008940099,0.00001725737,0.0002050011,0.001528578],"study_design_scores_gemma":[0.000004498977,0.00006529735,0.9983101,0.00001726059,0.000008618901,0.000554432,0.000520413,0.0002423882,0.00006982359,0.00002438946,0.0001792892,0.000003486292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987143,0.0001688531,0.00004834632,0.0001406332,0.000005116394,0.00001090206,0.0003715967,0.000003832872,0.0005365213],"genre_scores_gemma":[0.9993161,0.0001068039,0.0000926576,0.00006028011,0.00001326221,0.000006816585,0.0003278021,0.000001262674,0.0000751421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00769875,"threshold_uncertainty_score":0.01530784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06798018760327557,"score_gpt":0.39910436681702,"score_spread":0.3311241792137444,"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."}}