{"id":"W4303649359","doi":"10.1016/j.psep.2022.10.009","title":"Assessment of COVID-19 barrier effectiveness using process safety techniques","year":2022,"lang":"en","type":"article","venue":"Process Safety and Environmental Protection","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Becton Dickinson (Canada); Izaak Walton Killam Health Centre; Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Medical emergency; Work (physics); Medicine; Engineering; Psychology; Business; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004851209,0.0002539315,0.0005111236,0.0003447338,0.001716323,0.00005400294,0.000419962,0.00010316,0.001122374],"category_scores_gemma":[0.0003046657,0.0002231387,0.0001640194,0.00091098,0.0002976834,0.0005517441,0.000311122,0.0004169863,0.000002651615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006094402,"about_ca_system_score_gemma":0.0001815686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000162705,"about_ca_topic_score_gemma":0.000009808477,"domain_scores_codex":[0.9955543,0.0008881058,0.0008463658,0.0007997975,0.001636577,0.0002748321],"domain_scores_gemma":[0.9985265,0.0002745048,0.0005867099,0.0003703679,0.00004067178,0.0002012032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003240727,0.0008021554,0.06727152,0.0006109149,0.000199893,0.00001582793,0.002607484,0.7844253,0.02775148,0.0003190067,0.000004967308,0.1127508],"study_design_scores_gemma":[0.004666178,0.002475296,0.1167086,0.0001420617,0.0005275342,0.0005356388,0.04179278,0.6337388,0.03642147,0.1389358,0.02171276,0.002343056],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2451239,0.0003214068,0.7508762,0.0004683022,0.0001256372,0.001641364,0.0002725509,0.00009369884,0.001076929],"genre_scores_gemma":[0.9988763,0.0002198348,0.0003832233,0.0000922269,0.00003283673,0.0002610377,0.00003075088,0.00002144065,0.00008231327],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7537524,"threshold_uncertainty_score":0.9997907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04373581356040467,"score_gpt":0.3651026086616762,"score_spread":0.3213667951012715,"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."}}