{"id":"W3010960419","doi":"10.1089/hs.2020.0028","title":"Strategies to Inform Allocation of Stockpiled Ventilators to Healthcare Facilities During a Pandemic","year":2020,"lang":"en","type":"article","venue":"Health Security","topic":"Disaster Response and Management","field":"Health Professions","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"General Dynamics (Canada)","funders":"","keywords":"Pandemic; Health care; Business; Mechanical ventilator; Medical emergency; Preparedness; Medicine; Risk analysis (engineering); Coronavirus disease 2019 (COVID-19); Mechanical ventilation","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":[0.02479397,0.001673731,0.0008785416,0.0052554,0.004841764,0.00959597,0.004916726,0.005898459,0.01178731],"category_scores_gemma":[0.07984067,0.001152357,0.0009337977,0.002462084,0.002195814,0.009208021,0.008566414,0.004607713,0.002585931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009596813,"about_ca_system_score_gemma":0.04421115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02445028,"about_ca_topic_score_gemma":0.03816491,"domain_scores_codex":[0.9786497,0.01405885,0.001557743,0.001194391,0.002689652,0.00184956],"domain_scores_gemma":[0.9522558,0.02058106,0.006298787,0.002202334,0.01256178,0.006100309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003468861,0.001917498,0.0652457,0.00229759,0.0002387423,0.001694457,0.01599269,0.05223231,0.004148542,0.05155916,0.3951748,0.4091516],"study_design_scores_gemma":[0.0006870295,0.0009757793,0.05060137,0.007694344,0.0003524737,0.0004872503,0.10343,0.1099205,0.008058233,0.1181047,0.5989491,0.0007390931],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07985957,0.005262949,0.1732699,0.5017068,0.003571861,0.01223359,0.004031646,0.004749932,0.2153136],"genre_scores_gemma":[0.5095432,0.006684205,0.4261731,0.03440571,0.00103407,0.007356353,0.002111461,0.0002391156,0.01245273],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02479397,"threshold_uncertainty_score":0.1311246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1023905843877294,"score_gpt":0.4373398216168449,"score_spread":0.3349492372291155,"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."}}