{"id":"W4254271241","doi":"10.1109/mpel.2020.3033691","title":"PEDG 2021","year":2020,"lang":"en","type":"article","venue":"IEEE Power Electronics Magazine","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of New Brunswick","funders":"University of Illinois at Urbana-Champaign","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001113543,0.0007096792,0.0003830244,0.0008456112,0.0008649197,0.003366545,0.00109866,0.003328511,0.5379991],"category_scores_gemma":[0.001921886,0.0003015688,0.0003457576,0.0005260342,0.0002390839,0.001404999,0.002303669,0.001615856,0.4389217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00138294,"about_ca_system_score_gemma":0.003020279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00302044,"about_ca_topic_score_gemma":0.006397435,"domain_scores_codex":[0.9993912,0.00005971747,0.00001763216,0.0001058365,0.0002538892,0.0001716881],"domain_scores_gemma":[0.9988469,0.00006980279,0.00004452432,0.0000696377,0.0004491654,0.0005200117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006572871,0.00002768656,0.0001122156,0.00007102794,0.000002208084,0.00004832823,0.000007653625,0.00006226281,0.0003049132,0.003026788,0.9521765,0.04409473],"study_design_scores_gemma":[0.000007858105,0.00001602708,0.0002532592,0.0000242818,9.256281e-7,0.0000320798,0.000008210866,0.00005460998,0.0001396407,0.0005643077,0.9988967,0.000002106466],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001297073,0.002267612,0.003059539,0.01467876,0.01179876,0.000332443,0.02322186,0.002752429,0.9405916],"genre_scores_gemma":[0.005775843,0.001027472,0.001378722,0.007680583,0.0007763642,0.0001533322,0.01346685,0.0005538509,0.9691869],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4620009,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00734305992924171,"score_gpt":0.1890688134442006,"score_spread":0.1817257535149589,"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."}}