{"id":"W4241287718","doi":"10.32920/ryerson.14655072.v1","title":"Sustainable asset and project management","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Management and Optimization Techniques","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Ontario Centres of Excellence","keywords":"Asset (computer security); Greenhouse gas; Environmental economics; Business; Work (physics); Sustainable development; Natural resource; Fixed asset; Economics; Computer science; Engineering; Production (economics); Microeconomics","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0003974443,0.0003430172,0.0003183426,0.0007018693,0.0001690904,0.002521474,0.000345793,0.0001708019,0.0007867367],"category_scores_gemma":[0.00002644184,0.0003314893,0.00009497251,0.0004332916,0.00003806687,0.0008490218,0.004941658,0.0002414581,0.0000224523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003936511,"about_ca_system_score_gemma":0.00002251721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00140727,"about_ca_topic_score_gemma":0.00007521846,"domain_scores_codex":[0.9983376,0.00001079056,0.0003156122,0.0006714445,0.0002906371,0.0003739421],"domain_scores_gemma":[0.9989916,0.000008914812,0.0002272664,0.0005126675,0.0002507687,0.000008775832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001859476,0.0001552252,0.00271246,0.01028702,0.0002530054,0.0003020954,0.000068266,0.000217016,0.000001445287,0.6012519,0.3781102,0.006622741],"study_design_scores_gemma":[0.0005993594,0.000008528897,0.002030237,0.0003360006,0.0004522006,0.000001506067,0.007398874,0.01755679,0.00002901576,0.02319157,0.9471167,0.001279213],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003860585,0.0004393767,0.0270849,0.00109672,0.0003328848,0.002272615,0.000001484669,0.001264909,0.9636465],"genre_scores_gemma":[0.2691642,0.003034365,0.09764235,0.01400916,0.002453534,0.00182244,0.002510956,0.0003131456,0.6090499],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5780603,"threshold_uncertainty_score":0.9999137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01509292817690382,"score_gpt":0.242470909781018,"score_spread":0.2273779816041142,"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."}}