{"id":"W4416399119","doi":"10.1177/20543581251391277","title":"From Risk and Vulnerability to Preparedness and Resiliency: An Opinion Piece on Championing Disaster and Emergency Risk Reduction and Management in Kidney Care","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":false,"ca_institutions":"Abbotsford Veterinary Clinic; McMaster University; University of Calgary; University of Manitoba; McGill University Health Centre; McGill University; University of Ottawa; Sault Area Hospital; London Health Sciences Centre; University of British Columbia; Centre Hospitalier de l’Université de Montréal; Dalhousie University; Royal Victoria Hospital; Essar Steel Algoma (Canada)","funders":"","keywords":"Vulnerability (computing); Preparedness; Risk management; Risk assessment; Emergency management; Kidney disease; Reduction (mathematics)","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":[0.02151922,0.0008425933,0.001816769,0.00105584,0.008203329,0.008123549,0.002489683,0.02625422,0.006148444],"category_scores_gemma":[0.05085082,0.0006282473,0.001432882,0.001582734,0.009964095,0.009873793,0.008822906,0.05409748,0.0009290295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01165319,"about_ca_system_score_gemma":0.03668146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03327993,"about_ca_topic_score_gemma":0.08735675,"domain_scores_codex":[0.9898381,0.004517948,0.001011639,0.0009762402,0.001828831,0.00182722],"domain_scores_gemma":[0.9155578,0.0592727,0.001571007,0.0006377068,0.01107224,0.01188849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006128423,0.0001618682,0.001160867,0.00261191,0.00007593184,0.0006608603,0.02286177,0.0001799214,0.00026393,0.01078444,0.899952,0.06122531],"study_design_scores_gemma":[0.0001061782,0.0001365584,0.002770944,0.01476177,0.0001398311,0.0008883513,0.0772877,0.0002452621,0.0001251801,0.01559958,0.8877625,0.0001762054],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006443453,0.02953033,0.0001528515,0.9347771,0.03352656,0.00001802372,0.00001670776,0.000003352689,0.001330856],"genre_scores_gemma":[0.03262936,0.07524017,0.001068461,0.8279899,0.05952457,0.00009100542,0.00005583817,0.00003297935,0.003367673],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03327993,"threshold_uncertainty_score":0.1138059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02305375060708486,"score_gpt":0.381950906619525,"score_spread":0.3588971560124401,"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."}}