{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002964553,0.0004964195,0.0007632114,0.0003995918,0.001716788,0.00005556913,0.0003817703,0.00005804064,0.0008596906],"category_scores_gemma":[0.00009148526,0.0004125518,0.00008194592,0.0003170683,0.0001786299,0.0003817939,0.0008487629,0.0004931776,0.000009849937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000669522,"about_ca_system_score_gemma":0.0005917586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004500664,"about_ca_topic_score_gemma":0.001019474,"domain_scores_codex":[0.9941474,0.001346256,0.001203972,0.001082887,0.0008823978,0.001337041],"domain_scores_gemma":[0.9975708,0.0003311132,0.0005394745,0.0006440298,0.0001429295,0.0007716221],"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":[0.0009307555,0.000578791,0.001127795,0.003033978,0.0001999665,0.000015974,0.445609,0.000004846556,0.000001417814,0.00265846,0.5291715,0.01666753],"study_design_scores_gemma":[0.006979035,0.0008294971,0.0001133237,0.000315536,0.00006139686,0.000001919121,0.4097743,0.0001792067,7.525917e-8,0.0005352306,0.5809211,0.0002894266],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9232564,0.001816522,0.00121548,0.02596699,0.00503602,0.01414137,0.000343723,0.0002872063,0.02793632],"genre_scores_gemma":[0.9377384,0.0003959083,0.00009390622,0.02541855,0.0006859492,0.01025652,0.0003384635,0.0001128122,0.02495946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05174957,"threshold_uncertainty_score":0.9998326,"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."}}