{"id":"W4401693818","doi":"10.1109/ictem60690.2024.10631936","title":"Improving Transient Stability in Power Systems Through Integration of Large-Scale Photovoltaic Power Plants","year":2024,"lang":"en","type":"article","venue":"","topic":"Power Systems and Renewable Energy","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Photovoltaic system; Transient (computer programming); Electric power system; Power (physics); Scale (ratio); Stability (learning theory); Computer science; Environmental science; Electrical engineering; Engineering; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0005711691,0.0002346189,0.000420338,0.0001525214,0.00003828269,0.00006918703,0.0001595466,0.0002073479,0.0004775142],"category_scores_gemma":[0.00001998079,0.0001689231,0.0001430197,0.0003507051,0.00003874762,0.0003277418,0.00003667308,0.000175382,0.00002254219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001731771,"about_ca_system_score_gemma":0.00009964555,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05522201,"about_ca_topic_score_gemma":0.02696032,"domain_scores_codex":[0.9979179,0.0001356563,0.0007399652,0.000471253,0.0003265309,0.0004087013],"domain_scores_gemma":[0.999312,0.0000818515,0.00007806114,0.0003996234,0.00006086807,0.00006756984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001302187,0.0005170712,0.0004529345,0.0007513755,0.0001242567,0.000068259,0.01911765,0.005782662,0.9359308,0.03466675,0.001619097,0.0008389584],"study_design_scores_gemma":[0.00234451,0.0005865949,0.002025357,0.00217307,0.00005201888,0.00007497577,0.04142612,0.1313701,0.5953485,0.0006800747,0.2226093,0.001309469],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8788241,0.003000241,0.04095955,0.0000313674,0.003686067,0.000368909,0.00007955447,0.0002282288,0.07282203],"genre_scores_gemma":[0.9976282,0.00002845682,0.0001921479,0.00002870646,0.000035945,0.00004609282,0.00002629718,0.00003611836,0.001977994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3405823,"threshold_uncertainty_score":0.9907951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01353289874462625,"score_gpt":0.2408462304836517,"score_spread":0.2273133317390254,"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."}}