{"id":"W4386536742","doi":"10.1063/5.0162720","title":"Distributed generation system power quality enhancement with UPQC","year":2023,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Power Quality and Harmonics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Power quality; Quality (philosophy); Power (physics); 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":[0.0003706838,0.000173887,0.0001996654,0.00006191069,0.00009840944,0.0001476961,0.000157337,0.00008375258,0.00005359391],"category_scores_gemma":[0.00002228129,0.0001583758,0.00003039246,0.0003649427,0.00003337767,0.0002565337,0.00003350919,0.0001504465,0.0002212368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001370607,"about_ca_system_score_gemma":0.00003748741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000152225,"about_ca_topic_score_gemma":0.000008310086,"domain_scores_codex":[0.9988644,0.000007697276,0.0002785117,0.0002358701,0.0002825543,0.000330931],"domain_scores_gemma":[0.999518,0.00001519602,0.00005524583,0.0001112043,0.0002063156,0.00009405109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001192885,0.0001382916,0.01193293,0.002658539,0.000447906,0.00002525042,0.02037246,0.0004806336,0.6020214,0.3155745,0.04326368,0.002965091],"study_design_scores_gemma":[0.002206739,0.0005578332,0.02863211,0.0007867754,0.0001284187,0.00002976171,0.01418884,0.7616695,0.143478,0.0008370496,0.04516237,0.002322539],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9015134,0.00004206349,0.08888257,0.0003323288,0.0002851436,0.0002672239,0.00005315273,0.001464345,0.007159749],"genre_scores_gemma":[0.9992685,0.00003740345,0.0002177562,0.00003775195,0.00005752052,0.0000817304,0.0001007625,0.00002147438,0.0001771097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7611889,"threshold_uncertainty_score":0.6458377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05315180435694961,"score_gpt":0.2665189080029879,"score_spread":0.2133671036460383,"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."}}