{"id":"W3048933197","doi":"10.11575/prism/37692","title":"On Verification of Load Models for Frequency Response Using PMU Data","year":2020,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Alberta Electric System Operator","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002282055,0.0001274297,0.0002327882,0.00007647944,0.00003486798,0.00006092974,0.0005191325,0.0001310691,0.0002763463],"category_scores_gemma":[0.0001164329,0.0001405405,0.00004684851,0.0001469688,0.000005733803,0.000279168,0.0000223718,0.00008376375,0.00003155601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007418203,"about_ca_system_score_gemma":0.0001960726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003134631,"about_ca_topic_score_gemma":0.0001251796,"domain_scores_codex":[0.9991922,0.00002641662,0.0002907017,0.0002686789,0.0001450834,0.00007690046],"domain_scores_gemma":[0.9991967,0.0000565957,0.0001153229,0.0005178576,0.00007814704,0.00003539278],"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":[0.002027657,0.00007355935,0.000002788469,0.000317204,0.0004746585,0.000003730057,0.004253093,0.8665551,0.08085679,0.0009188038,0.001530304,0.04298632],"study_design_scores_gemma":[0.0001916125,0.00002416804,0.0000119836,0.00007791178,0.0001293969,1.606072e-7,0.0003078858,0.9946563,0.003254134,0.0003197612,0.0008843613,0.000142285],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2176022,0.0003313368,0.7312616,0.00009633043,0.0005951451,0.001738993,0.00243459,0.00001897349,0.0459209],"genre_scores_gemma":[0.9076912,0.00003479312,0.07140118,0.00001653193,0.00004017513,0.0000294432,0.01819276,0.0000747538,0.002519144],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.690089,"threshold_uncertainty_score":0.5731075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1032280765294684,"score_gpt":0.3437292089111962,"score_spread":0.2405011323817278,"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."}}