{"id":"W4206302686","doi":"10.3390/en15020437","title":"Current Harmonic Aggregation Cases for Contemporary Loads","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"Natural Sciences and Engineering Research Council of Canada; New Brunswick Innovation Foundation","keywords":"Harmonics; Harmonic; Power (physics); Electronic engineering; Electrical engineering; Computer science; Inverter; Voltage; Electric power system; Limit (mathematics); Control theory (sociology); Engineering; Physics; Mathematics; Acoustics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00005044771,0.00006543392,0.00007205521,0.00004840973,0.0001036549,0.00001951476,0.00006015125,0.00001081562,0.00005765989],"category_scores_gemma":[0.000009712218,0.00006983629,0.00004135616,0.00006774454,0.000006985355,0.00007855764,0.00002072737,0.00005031923,0.00000249841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004180897,"about_ca_system_score_gemma":0.00001777463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001166317,"about_ca_topic_score_gemma":0.000003409159,"domain_scores_codex":[0.999656,0.00001207966,0.0001007119,0.00007622804,0.00006297851,0.00009199716],"domain_scores_gemma":[0.9998359,0.00003824658,0.00001925978,0.0000743631,0.00001598816,0.00001625593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001272641,0.00001328439,0.0001027976,0.00002760408,0.00001598472,0.00000210371,0.0001255454,0.9330222,0.00118778,0.0004120237,0.02044728,0.04463068],"study_design_scores_gemma":[0.0007950065,0.00007348776,0.0001442332,0.00001121677,0.00001554645,0.000009088969,0.0002238702,0.3455803,0.009819267,0.0002396428,0.6428716,0.0002168161],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7825738,0.1896924,0.02025679,0.0003129289,0.004089877,0.0006802147,0.0002392472,0.001198193,0.0009565597],"genre_scores_gemma":[0.9986995,0.0004064644,0.0002817622,0.00002431792,0.0001116264,0.000234644,0.0001353927,0.00001644284,0.00008985556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6224243,"threshold_uncertainty_score":0.2847841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01985981813976315,"score_gpt":0.2221311839290665,"score_spread":0.2022713657893034,"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."}}