{"id":"W4382203485","doi":"10.1109/jestpe.2023.3289963","title":"Prescriptive Grid-Tied Inverter Control","year":2023,"lang":"en","type":"article","venue":"IEEE Journal of Emerging and Selected Topics in Power Electronics","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Inverter; Grid; Control (management); Computer science; Grid-tie inverter; Electrical engineering; Electronic engineering; Control theory (sociology); Engineering; Voltage; Maximum power point tracking; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003231945,0.0004340684,0.0004840986,0.0003003519,0.0003579895,0.00114039,0.001145563,0.0004453413,0.003679918],"category_scores_gemma":[0.0009795364,0.0001788671,0.0002023607,0.0003233314,0.00044055,0.0007548836,0.0006314186,0.001000171,0.0009483909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003530138,"about_ca_system_score_gemma":0.0003787496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005168447,"about_ca_topic_score_gemma":0.001123417,"domain_scores_codex":[0.9995539,0.00008863471,0.00002324811,0.00007204144,0.0002423149,0.00001988694],"domain_scores_gemma":[0.9996471,0.0001221817,0.00004100184,0.00007982819,0.0000948477,0.00001502251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005479352,0.0003525575,0.001417454,0.0008934089,0.00007668709,0.000322541,0.0003875863,0.2276207,0.07940434,0.1270587,0.007498585,0.5544196],"study_design_scores_gemma":[0.00004635804,0.0001660684,0.0003286542,0.00005095676,0.00002251698,0.000137326,0.00002661572,0.9520976,0.01477305,0.01948404,0.01284435,0.00002242522],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01112609,0.0003638685,0.9688038,0.0001361268,0.0001279294,0.00004430754,0.00004319637,0.001256806,0.01809791],"genre_scores_gemma":[0.8870588,0.000535026,0.09868495,0.0002465455,0.0001190678,0.00008183884,0.0001037712,0.0001375491,0.01303238],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003679918,"threshold_uncertainty_score":0.01231062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004574084141795558,"score_gpt":0.2001824085293508,"score_spread":0.1956083243875552,"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."}}