{"id":"W3193641762","doi":"10.1002/prs.12302","title":"Pandemic risk management; protecting people while ensuring business continuity","year":2021,"lang":"en","type":"article","venue":"Process Safety Progress","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Business; Work (physics); Pandemic; Risk management; Globe; Workforce; Risk analysis (engineering); Containment (computer programming); Service (business); Business continuity; Operations management; Coronavirus disease 2019 (COVID-19); Computer security; Marketing; Engineering; Finance; Computer science; Economic growth; Economics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001171432,0.0004649168,0.0005211119,0.0003053501,0.0011275,0.000753089,0.0006810183,0.000135041,0.0003008798],"category_scores_gemma":[0.0002671971,0.0004330807,0.000155984,0.002589194,0.0001265255,0.001537695,0.0008341736,0.0004885527,0.0002644825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007832926,"about_ca_system_score_gemma":0.00005637925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001902797,"about_ca_topic_score_gemma":0.0003656597,"domain_scores_codex":[0.9965511,0.0000589561,0.0006496308,0.001047242,0.000769196,0.0009238964],"domain_scores_gemma":[0.9978826,0.00007217214,0.0005635906,0.0006275967,0.0008126282,0.00004143344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001532477,0.0003449075,0.8816839,0.003303501,0.0001591975,0.0001205452,0.0003509909,0.001065973,0.0000194044,0.00243455,0.0003686718,0.1099951],"study_design_scores_gemma":[0.004821448,0.00002454997,0.7584353,0.001365282,0.0007800002,0.00006344276,0.0120465,0.008944036,0.0007144712,0.008460416,0.2018959,0.00244865],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8943236,0.003673348,0.007611877,0.002130633,0.001751713,0.003835842,0.00002333698,0.002265138,0.0843845],"genre_scores_gemma":[0.9957713,0.00036873,0.001062154,0.0004842794,0.0009474003,0.0004924815,0.00007714784,0.00008267916,0.0007138192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2015272,"threshold_uncertainty_score":0.9998121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01119760319986353,"score_gpt":0.2365758165801506,"score_spread":0.2253782133802871,"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."}}