{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001223943,0.000365053,0.0005763025,0.0001432538,0.00145672,0.00004130101,0.0003551388,0.0003166371,0.0002022524],"category_scores_gemma":[0.000317332,0.0003443441,0.00005677968,0.0005765396,0.0001154266,0.000320423,0.0004282969,0.001030985,0.00006203182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001848744,"about_ca_system_score_gemma":0.0007055349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001317588,"about_ca_topic_score_gemma":0.0001167479,"domain_scores_codex":[0.9958403,0.0005599996,0.0008815508,0.0009594024,0.0006147752,0.001143971],"domain_scores_gemma":[0.9975451,0.0003216468,0.0002534582,0.0005195772,0.0008381659,0.0005220326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005824308,0.0002109174,0.2178596,0.04511347,0.0001602948,0.0001397697,0.1749179,0.0004358962,0.0000306254,0.02470548,0.0004720054,0.5353716],"study_design_scores_gemma":[0.005081094,0.0004902391,0.3376587,0.01486559,0.0002025674,0.0002135456,0.3646066,0.001549027,0.001250447,0.09582502,0.175256,0.003001109],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3699653,0.07449387,0.001972464,0.4987467,0.002907776,0.006461316,0.0001806517,0.001602577,0.04366938],"genre_scores_gemma":[0.9891276,0.002112742,0.001817255,0.005275936,0.0005485512,0.0007102881,0.0000473924,0.00006943407,0.0002908439],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6191623,"threshold_uncertainty_score":0.9999009,"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."}}