{"id":"W4388701021","doi":"10.14447/jnmes.v26i4.a07","title":"Empyreal Promulgation Network for Improving the Power Quality using Squat PV System and Redeem Circuit","year":2023,"lang":"en","type":"article","venue":"Journal of New Materials for Electrochemical Systems","topic":"Power Quality and Harmonics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Promulgation; Squat; Power (physics); Quality (philosophy); Computer science; Physical medicine and rehabilitation; Medicine; Political science; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002873244,0.0001770772,0.000511108,0.00005130078,0.0001451873,0.0002197836,0.0001856681,0.0001664905,0.000001672225],"category_scores_gemma":[0.0001944474,0.0001325374,0.0001226214,0.0001510243,0.00001867537,0.0001587333,0.00002184442,0.0001269788,0.000001228191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002977829,"about_ca_system_score_gemma":0.00009371903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002982233,"about_ca_topic_score_gemma":0.000001924832,"domain_scores_codex":[0.9980402,0.00008717138,0.0009942496,0.0001426007,0.0002863203,0.0004494307],"domain_scores_gemma":[0.998822,0.0002906469,0.0004340961,0.0001458288,0.0001872549,0.0001201885],"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":[0.0001392611,0.000005099568,0.000008356612,0.001336319,0.00009631673,9.523766e-7,0.0002974965,0.001077143,0.9929743,0.0022853,0.001710299,0.0000691395],"study_design_scores_gemma":[0.003957455,0.0007350838,0.0003321595,0.001428098,0.0005028569,0.0006957795,0.00166836,0.08623715,0.8903425,0.005306475,0.007771797,0.001022267],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9320199,0.0007409767,0.06440771,0.00007875067,0.001792832,0.0007838981,0.00003209616,0.0001252464,0.00001855458],"genre_scores_gemma":[0.9979258,0.00001692474,0.0002117449,0.00001398043,0.001716188,0.00003189994,0.00001218003,0.00004542925,0.0000258143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1026318,"threshold_uncertainty_score":0.5404719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05133534978176817,"score_gpt":0.2856807505303816,"score_spread":0.2343454007486134,"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."}}