{"id":"W3131843131","doi":"10.1002/prs.12244","title":"Challenges to managing aging process equipment and infrastructure","year":2021,"lang":"en","type":"article","venue":"Process Safety Progress","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petrel Robertson Consulting (Canada)","funders":"","keywords":"Prosperity; Life expectancy; Process (computing); Engineering; Recession; Risk analysis (engineering); Coronavirus disease 2019 (COVID-19); Best practice; Forensic engineering; Business; Operations management; Computer science; Economics; Economic growth; Medicine; Management; Environmental health","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":[0.01511064,0.0009222755,0.0006840025,0.001804522,0.005026289,0.009047005,0.004123955,0.005171471,0.01281928],"category_scores_gemma":[0.02225127,0.0005591601,0.0007026972,0.001357749,0.002681246,0.009837443,0.008286138,0.006199453,0.004626126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004537777,"about_ca_system_score_gemma":0.01859561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01152569,"about_ca_topic_score_gemma":0.009322414,"domain_scores_codex":[0.9904963,0.002074018,0.0007136266,0.0007189356,0.004497219,0.001499922],"domain_scores_gemma":[0.9636968,0.008038268,0.003383778,0.001769416,0.01683273,0.006279086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008059196,0.0006838061,0.01029242,0.00279326,0.0001390089,0.002179843,0.005520589,0.02496574,0.004880771,0.082836,0.3214458,0.5441821],"study_design_scores_gemma":[0.00002571502,0.0004392558,0.005265362,0.002711784,0.00006450001,0.00199041,0.01894659,0.01102022,0.002429934,0.07235934,0.8846065,0.0001404004],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0503829,0.04293319,0.09304693,0.6463934,0.008017394,0.0006678741,0.0006665585,0.001836714,0.156055],"genre_scores_gemma":[0.6928857,0.06545341,0.1183513,0.05372569,0.005121206,0.0006269246,0.001221492,0.0005559056,0.06205837],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01511064,"threshold_uncertainty_score":0.07991368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08299754304892304,"score_gpt":0.4597192027514485,"score_spread":0.3767216597025255,"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."}}