{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001909747,0.0001716665,0.0004996849,0.00009648759,0.00006697321,0.00001530282,0.0001263707,0.000239351,0.0004549338],"category_scores_gemma":[0.01448875,0.0001239313,0.0002067305,0.0001424461,0.000175016,0.0002095812,0.000283846,0.0005171746,0.00007576855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005054637,"about_ca_system_score_gemma":0.00003045264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003475785,"about_ca_topic_score_gemma":0.00001158434,"domain_scores_codex":[0.9959841,0.0009471248,0.001081833,0.0005001929,0.001260666,0.0002261292],"domain_scores_gemma":[0.9959776,0.002092132,0.0004983263,0.0005437565,0.0001674552,0.0007207067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009026727,0.01107976,0.6022092,0.0001730172,0.0008258887,0.00003059056,0.0002664687,0.00004046966,0.00002265255,0.0007128385,0.07221179,0.3034006],"study_design_scores_gemma":[0.002379204,0.001480439,0.3466473,0.00008086902,0.0005803225,8.7693e-7,0.00002223344,0.0009393604,0.00001126277,0.000009224079,0.6477491,0.00009979264],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898915,0.00003502972,0.00008308218,0.005770845,0.0002477603,0.0003452558,0.00001150536,0.00002480371,0.003590256],"genre_scores_gemma":[0.9750807,0.0007191204,0.0004557231,0.02281871,0.0003987997,0.00001167101,0.0001501997,0.00002592314,0.0003391203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5755373,"threshold_uncertainty_score":0.9938126,"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."}}