{"id":"W4413369641","doi":"10.1177/20543581251363124","title":"Building Resilience in Hemodialysis Care: A Program Report on the British Columbia Hemodialysis Emergency Support Team","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Disaster Response and Management","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Health Services Authority","funders":"BC Renal Agency","keywords":"Staffing; General partnership; Workforce; Medicine; Preparedness; Surge Capacity; Resilience (materials science); Medical emergency; Emergency management; Operations management; Nursing; Business; Finance; Political science; Engineering; Coronavirus disease 2019 (COVID-19)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.006662825,0.0003727406,0.000133489,0.001496419,0.006361885,0.003905493,0.001699834,0.001155071,0.004552195],"category_scores_gemma":[0.009996002,0.0003907266,0.0002514612,0.001665381,0.001211759,0.001089682,0.005257991,0.003011012,0.0005753948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04012089,"about_ca_system_score_gemma":0.2294452,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7635507,"about_ca_topic_score_gemma":0.8897461,"domain_scores_codex":[0.994938,0.001088152,0.000166514,0.000197712,0.001757347,0.001852196],"domain_scores_gemma":[0.9818162,0.001258081,0.0004380294,0.0002822033,0.006051537,0.0101539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002084365,0.00131295,0.04893249,0.0008902202,0.00003934811,0.001879413,0.03214865,0.001666716,0.003057102,0.006987105,0.4295735,0.473304],"study_design_scores_gemma":[0.0001065933,0.000563328,0.1263253,0.001168528,0.00004338119,0.0006816507,0.05946141,0.001250552,0.00187896,0.0009251288,0.8074649,0.0001303529],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4218211,0.007929953,0.007629915,0.328324,0.004591157,0.006525064,0.003887354,0.0009595005,0.2183319],"genre_scores_gemma":[0.7754627,0.01363473,0.01831194,0.02278008,0.0007529202,0.003615316,0.004135327,0.0004338787,0.1608731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2364493,"threshold_uncertainty_score":0.4756836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01825228465040679,"score_gpt":0.3576385152839955,"score_spread":0.3393862306335887,"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."}}