{"id":"W4386246494","doi":"10.3390/en16176285","title":"Advancing a New Generation of Sustainability-Based Assessments for Electrical Energy Systems: Ontario as an Illustrative Application—A Review","year":2023,"lang":"en","type":"article","venue":"Energies","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Sustainability; Context (archaeology); Process (computing); Electricity; Work (physics); Risk analysis (engineering); Social sustainability; Environmental economics; Environmental resource management; Computer science; Business; Systems engineering; Engineering; Ecology; Environmental science; Economics; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.004150769,0.001032371,0.0008063007,0.008487727,0.001576916,0.003292851,0.001607076,0.001343416,0.001697829],"category_scores_gemma":[0.004764056,0.0004771738,0.0006254129,0.01620839,0.003299656,0.00312567,0.001309466,0.00141512,0.0003273199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04613592,"about_ca_system_score_gemma":0.05525127,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7977614,"about_ca_topic_score_gemma":0.9134976,"domain_scores_codex":[0.9974896,0.0003786339,0.0001917412,0.0001539929,0.001609828,0.0001763691],"domain_scores_gemma":[0.9939896,0.001609145,0.0003428892,0.0001290244,0.003701347,0.000227931],"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":[0.00003694378,0.0000535826,0.003729014,0.02182601,0.00008270379,0.0005639648,0.003880538,0.005586525,0.001889926,0.111642,0.06603197,0.7846767],"study_design_scores_gemma":[0.000002548742,0.0000234104,0.003445706,0.005972524,0.0000559293,0.0001714145,0.001079876,0.0007397063,0.0003205646,0.00620496,0.9819411,0.0000423384],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002126351,0.9556941,0.006171907,0.008268783,0.0006908073,0.00009714441,0.0002067418,0.00003890591,0.02670515],"genre_scores_gemma":[0.02756267,0.9567453,0.008667175,0.001317734,0.0002394171,0.00005063858,0.0001803541,0.00002339977,0.005213235],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2022386,"threshold_uncertainty_score":0.4068593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02179479758245478,"score_gpt":0.3328611812622569,"score_spread":0.3110663836798021,"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."}}