{"id":"W4319264236","doi":"10.36227/techrxiv.21990410","title":"Distributed Energy Resources, Transmission Power System Control, Energy Transition: An Exploratory Bibliometric Analysis","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Smart Grid Security and Resilience","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec","funders":"Hydro-Québec","keywords":"Context (archaeology); Computer science; Electric power system; Reliability (semiconductor); Distributed generation; Electricity; Systems engineering; Power (physics); Renewable energy; Engineering; Electrical engineering; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.004506341,0.0006107416,0.001506427,0.1269266,0.001526071,0.006607016,0.0005206448,0.0005699641,0.005450851],"category_scores_gemma":[0.02868316,0.0002569302,0.001294849,0.2189922,0.001084176,0.00332913,0.002265097,0.0004723954,0.0008260136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002652975,"about_ca_system_score_gemma":0.005890197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004900841,"about_ca_topic_score_gemma":0.004697351,"domain_scores_codex":[0.9948926,0.001276981,0.0008304282,0.0004363876,0.00226487,0.0002987079],"domain_scores_gemma":[0.973537,0.01947186,0.002756332,0.0007824748,0.0030025,0.0004498705],"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":[0.000366955,0.0002702654,0.1626985,0.0563227,0.001823812,0.001500921,0.010605,0.004562495,0.002745347,0.03930272,0.04093598,0.6788653],"study_design_scores_gemma":[0.0001129898,0.0004062868,0.5278338,0.02595858,0.003802027,0.002836423,0.03882851,0.01339985,0.003170565,0.04164359,0.3416967,0.0003105732],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5868608,0.1856231,0.02090331,0.009913177,0.0004844901,0.002233712,0.0982579,0.0008546496,0.09486896],"genre_scores_gemma":[0.8636414,0.0799329,0.02544853,0.000344132,0.0003647923,0.001636824,0.02443136,0.0001425488,0.004057485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8730734,"threshold_uncertainty_score":0.02383208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01256847882514556,"score_gpt":0.2107811239806424,"score_spread":0.1982126451554969,"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."}}