{"id":"W1994671963","doi":"10.1109/lescpe.2006.280360","title":"Distribtuion System with Distributed Generation Load Flow","year":2006,"lang":"en","type":"article","venue":"","topic":"Optimal Power Flow Distribution","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Electricity generation; Computer science; Distributed generation; Grid; Wind power; Distributed computing; Power flow; Electric power system; Smart grid; Power (physics); Renewable energy; Engineering; Electrical engineering","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":[0.0000696288,0.0001626224,0.000127067,0.00002389967,0.00006270323,0.00007194507,0.00006702964,0.00007565276,0.0000356338],"category_scores_gemma":[0.00000398431,0.0001374498,0.00003297213,0.0002149806,0.00001759855,0.0001808438,0.000009199907,0.00007732187,0.0001237465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005884266,"about_ca_system_score_gemma":0.000019106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001037592,"about_ca_topic_score_gemma":0.0001603158,"domain_scores_codex":[0.9991623,0.00001131433,0.000196167,0.0001647774,0.0002300619,0.000235409],"domain_scores_gemma":[0.9996374,0.000007441113,0.00002081557,0.0001924834,0.00009163027,0.00005017654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002202661,0.00004734529,0.001073142,0.0001124312,0.00003531553,0.00002408925,0.000009312734,0.9151691,0.01714383,0.00795576,0.05733659,0.001071098],"study_design_scores_gemma":[0.0004492064,0.0000465439,0.003086691,0.00002340662,0.00002120312,0.00002362127,0.00002318065,0.9760324,0.01625915,0.000005898632,0.00377179,0.0002568917],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1469749,0.00007721227,0.8433115,0.00003049665,0.0002336573,0.0001664287,0.0003252775,0.001118374,0.007762135],"genre_scores_gemma":[0.9948325,0.000001441846,0.001990902,0.000003152345,0.0002329341,0.00002331472,0.002801245,0.00002355073,0.00009098186],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8478575,"threshold_uncertainty_score":0.5605039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004412513119179947,"score_gpt":0.162768769321973,"score_spread":0.1583562562027931,"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."}}