{"id":"W4294125272","doi":"10.1017/dmp.2022.186","title":"Disaster Preparedness: Hospital Pharmacy Strategy for Prioritized Inventory Management and Drug Procurement on Vancouver Island","year":2022,"lang":"en","type":"article","venue":"Disaster Medicine and Public Health Preparedness","topic":"Disaster Response and Management","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria General Hospital; University of British Columbia","funders":"","keywords":"Procurement; Medical emergency; Pharmacy; Disaster preparedness; Emergency management; Business; Preparedness; Surge Capacity; Disaster medicine; Inventory management; Operations management; Medicine; Poison control; Suicide prevention; Nursing; Engineering; Marketing; Coronavirus disease 2019 (COVID-19)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001015503,0.0003588393,0.0001187006,0.0008897086,0.00413332,0.003120495,0.001266099,0.001336631,0.01095224],"category_scores_gemma":[0.002787665,0.0002932719,0.0001998604,0.000618911,0.0004975122,0.0005712172,0.002919552,0.001621459,0.001130117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01408525,"about_ca_system_score_gemma":0.08839459,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6299951,"about_ca_topic_score_gemma":0.8284495,"domain_scores_codex":[0.9990674,0.0001389315,0.00004370858,0.00004023552,0.0003463618,0.0003634205],"domain_scores_gemma":[0.9948676,0.0001959856,0.0001964819,0.00005744599,0.001515319,0.003167119],"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":[0.0002952221,0.0006241252,0.07270041,0.0009439421,0.00008435313,0.007329046,0.003382657,0.005164278,0.009017778,0.008955971,0.4049892,0.4865128],"study_design_scores_gemma":[0.0001794972,0.000506255,0.1448527,0.00100757,0.00003992,0.001085761,0.01401421,0.003792837,0.002495822,0.001553016,0.8303516,0.0001208122],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3443547,0.007931422,0.0101283,0.1969229,0.001789025,0.004952889,0.002655536,0.001419491,0.4298457],"genre_scores_gemma":[0.7346855,0.007647181,0.02248718,0.02488503,0.0003666196,0.0006658019,0.002118769,0.00014133,0.2070025],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3700049,"threshold_uncertainty_score":0.7443678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1093232613653292,"score_gpt":0.42063520430311,"score_spread":0.3113119429377808,"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."}}