{"id":"W2325972106","doi":"10.14288/1.0067260","title":"Local voltage stability assessment for variable load characteristics","year":2010,"lang":"en","type":"article","venue":"Open Collections","topic":"Power System Optimization and Stability","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Stability (learning theory); Variable (mathematics); Control theory (sociology); Computer science; Environmental science; Mathematics; Artificial intelligence; Mathematical analysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003430111,0.0004082534,0.0003884905,0.0009162998,0.0002014032,0.0004920034,0.0003115319,0.0002985007,0.002288005],"category_scores_gemma":[0.001266288,0.00008576079,0.0002698118,0.0007122054,0.0002728933,0.0005946057,0.00038116,0.000280071,0.000436686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002755102,"about_ca_system_score_gemma":0.0001336569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007197333,"about_ca_topic_score_gemma":0.0006494329,"domain_scores_codex":[0.9996691,0.00006654882,0.00001084385,0.00007999456,0.0001473556,0.00002612703],"domain_scores_gemma":[0.9993694,0.0002597948,0.00009758344,0.00009590386,0.0001515442,0.00002575547],"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":[0.0007662159,0.000161856,0.02798976,0.0002884626,0.00007588295,0.0006257344,0.0005305156,0.5053015,0.2326745,0.004835269,0.0008485129,0.2259017],"study_design_scores_gemma":[0.00002009029,0.0005301464,0.02505568,0.00002653937,0.00004335403,0.0002211333,0.0001988701,0.9036153,0.06603534,0.002464151,0.001754444,0.0000349892],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.669971,0.0001347282,0.3229694,0.00002316765,0.00001108006,0.0000570189,0.0001556179,0.0009960508,0.005681904],"genre_scores_gemma":[0.9935213,0.00003475117,0.005806626,0.000002414472,0.000003553286,0.00001525114,0.00006716034,0.000035552,0.0005133775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002288005,"threshold_uncertainty_score":0.00765419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01371231712085523,"score_gpt":0.2570831888144081,"score_spread":0.2433708716935529,"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."}}