{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003877437,0.0002327299,0.0004628616,0.0006312645,0.0001339387,0.0000834433,0.0003513557,0.00009607722,0.0004219083],"category_scores_gemma":[0.001430532,0.0001912509,0.0002117828,0.001299675,0.00002628415,0.00009894627,0.0004923749,0.0001810757,0.0002629971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004405465,"about_ca_system_score_gemma":0.0001733191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00185349,"about_ca_topic_score_gemma":0.0003525119,"domain_scores_codex":[0.9975062,0.00009577016,0.0007185068,0.0005121859,0.0008829177,0.0002844188],"domain_scores_gemma":[0.9978774,0.0001835134,0.0001826618,0.0008137811,0.0006196533,0.0003230257],"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":[0.003070238,0.001619791,0.2202521,0.0001066427,0.003762698,0.00003812627,0.03514468,0.001271013,0.1572846,0.001562646,0.04148783,0.5343996],"study_design_scores_gemma":[0.01007387,0.002407916,0.7014787,0.0004317097,0.000949221,0.000002489691,0.007625029,0.009586963,0.1109481,0.001663392,0.1532245,0.00160824],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894984,0.00001392257,0.0009944895,0.00605577,0.000665149,0.001086533,0.0005310721,0.0001536966,0.001000926],"genre_scores_gemma":[0.9888791,0.00002352613,0.004046591,0.002332012,0.0002206258,0.0003798037,0.001982526,0.00002880564,0.002107026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5327914,"threshold_uncertainty_score":0.7798985,"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."}}