{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006670594,0.0002108337,0.0001849678,0.00005313378,0.00002969379,0.00003820982,0.0002508943,0.00005807336,0.0007933832],"category_scores_gemma":[0.00001434942,0.0002325837,0.00007234983,0.0003471607,0.0000160786,0.0001038074,0.00003705317,0.0002712271,0.002435017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000113238,"about_ca_system_score_gemma":0.00002399723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.446373e-7,"about_ca_topic_score_gemma":0.000009736014,"domain_scores_codex":[0.9988143,0.00001286886,0.0001981067,0.0002461291,0.0001983422,0.0005302559],"domain_scores_gemma":[0.9995055,0.00001599174,0.00001926401,0.0002799752,0.00002773425,0.00015158],"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":[0.00002779558,0.00004618753,0.0001222546,0.00007464921,0.0002661336,0.0000717476,0.0002798304,0.3384018,0.0648561,0.0058059,0.5863048,0.003742778],"study_design_scores_gemma":[0.0003837562,0.0001294402,0.0002088385,0.000005334637,0.00002577362,0.000004121436,0.000006544642,0.05783608,0.01344828,0.0001514044,0.927466,0.0003344526],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2337749,0.01360734,0.1742024,0.010584,0.00659382,0.0008508851,0.00002573504,0.003867956,0.556493],"genre_scores_gemma":[0.9966897,0.0004863977,0.0003994711,0.0007945371,0.0005009287,0.0000224087,0.00001354704,0.00009064218,0.00100232],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7629148,"threshold_uncertainty_score":0.9983417,"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."}}