{"id":"W4317952541","doi":"10.1111/hdi.13060","title":"Structured handoff to improve communication from inpatient to outpatient dialysis units: A quality improvement project","year":2023,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; National Institutes of Health","keywords":"Medicine; Dialysis; Hemodialysis; Emergency medicine; Handover; Quality management; Medical emergency; Internal medicine; Service (business)","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":[0.01392974,0.0007265647,0.00053505,0.0009489016,0.001701361,0.001465504,0.001655629,0.00107607,0.001341093],"category_scores_gemma":[0.01583339,0.000500298,0.0008069102,0.0009468839,0.001095438,0.00112676,0.003635607,0.0018957,0.0002382149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00272215,"about_ca_system_score_gemma":0.02270939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007125414,"about_ca_topic_score_gemma":0.007142136,"domain_scores_codex":[0.9907557,0.004879845,0.0006512891,0.0006681656,0.001664427,0.001380625],"domain_scores_gemma":[0.9822084,0.002178546,0.002699027,0.001194373,0.001934206,0.009785446],"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":[0.004274087,0.1206551,0.2543955,0.001318137,0.0005836128,0.0003715424,0.008627263,0.004464359,0.004367612,0.0006344547,0.01140066,0.5889076],"study_design_scores_gemma":[0.01507887,0.06667686,0.8903378,0.0007417517,0.0005643234,0.0003431868,0.006215173,0.008551062,0.003564453,0.0006808151,0.007112505,0.0001332406],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886886,0.0001680366,0.002532717,0.002242106,0.00008035781,0.004454032,0.0003615157,0.0002028916,0.001269711],"genre_scores_gemma":[0.9619155,0.0005044664,0.0295292,0.001439589,0.0001137372,0.004794819,0.0009291998,0.00002897637,0.0007444133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01392974,"threshold_uncertainty_score":0.07366836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03328405654981319,"score_gpt":0.3377441312469369,"score_spread":0.3044600746971237,"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."}}