{"id":"W2080734550","doi":"10.1109/ccece.2010.5575197","title":"A priority-ordered constrained search technique for optimal distributed generation allocation in radial distribution feeder systems","year":2010,"lang":"en","type":"article","venue":"","topic":"Optimal Power Flow Distribution","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Mathematical optimization; Computer science; Heuristic; Population; Distributed generation; Quality (philosophy); Algorithm; Engineering; Mathematics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006353268,0.0002390847,0.0002467936,0.0001079432,0.0001080753,0.0001547738,0.0001496215,0.0003559433,0.00003016616],"category_scores_gemma":[0.0001420984,0.0002633583,0.00006989152,0.0003725705,0.0000706864,0.0003258112,0.00001739916,0.0003911279,0.00001297172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003249719,"about_ca_system_score_gemma":0.00009544406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001220781,"about_ca_topic_score_gemma":0.0001714098,"domain_scores_codex":[0.9984854,0.0000458514,0.0004775666,0.0003151224,0.000213725,0.0004622697],"domain_scores_gemma":[0.9992787,0.0000629356,0.00004120585,0.0002582221,0.0002416394,0.0001172886],"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":[0.00005274637,0.00009901567,0.000365143,0.0001189787,0.00002807262,0.000002383814,0.00004864128,0.08336818,0.900094,0.01281513,0.002149811,0.0008578407],"study_design_scores_gemma":[0.001217415,0.00009375291,0.001659759,0.00001952325,0.00001681315,0.0000231394,0.00007176655,0.873532,0.1208447,0.00003050726,0.002128096,0.0003625272],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2845029,0.00002102654,0.7115115,0.0001117648,0.0006290951,0.001710965,0.001062651,0.000321018,0.0001291108],"genre_scores_gemma":[0.9814652,0.000006836602,0.005945706,0.000004592246,0.0002897581,0.0007156019,0.01152006,0.00003361069,0.0000186895],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7901638,"threshold_uncertainty_score":0.9999819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01263377203964195,"score_gpt":0.2481920055621606,"score_spread":0.2355582335225187,"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."}}