{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006178649,0.0001628031,0.000398218,0.000147377,0.0004506772,0.00001222615,0.0002004015,0.00008785188,0.0001645338],"category_scores_gemma":[0.0001017006,0.0001627269,0.00005489933,0.0004625862,0.00001868856,0.0001836993,0.0002436424,0.0003320343,0.0002739209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002622882,"about_ca_system_score_gemma":0.0008270795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001944259,"about_ca_topic_score_gemma":0.002578684,"domain_scores_codex":[0.9975986,0.0003050636,0.0008501437,0.0002957379,0.0003444063,0.0006060051],"domain_scores_gemma":[0.998597,0.00007232823,0.0002356101,0.0002986221,0.0001429015,0.000653582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002004293,0.0001042159,0.018623,0.02073694,0.00005437915,0.000003678678,0.9028041,0.0001525406,0.0002235792,0.03259074,0.01856447,0.004138052],"study_design_scores_gemma":[0.001794004,0.001695521,0.1213732,0.001258416,0.00001611351,8.92942e-7,0.4274389,0.0001216769,0.0001213268,0.0015876,0.444102,0.0004902772],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663441,0.0001589459,0.0006476133,0.02780166,0.0002481756,0.002674937,0.0001167146,0.0001760383,0.001831876],"genre_scores_gemma":[0.986821,0.00005923046,0.0001202773,0.01219126,0.00009891757,0.0003058971,0.00001970071,0.00001657428,0.0003671628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4753652,"threshold_uncertainty_score":0.663581,"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."}}