{"id":"W4206125917","doi":"10.1109/tec.2021.3126242","title":"IEEE Power & Energy Society","year":2021,"lang":"en","type":"article","venue":"IEEE Transactions on Energy Conversion","topic":"Global Energy Security and Policy","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Electrical engineering; Power (physics); Energy (signal processing); Computer science; Automotive engineering; Engineering; Physics; Thermodynamics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009122633,0.0004165006,0.0003623219,0.0001358681,0.0004908071,0.00006793949,0.000292545,0.0004819575,0.003868142],"category_scores_gemma":[0.000005039852,0.0004487942,0.0006890824,0.0007098164,0.0001424617,0.0002786351,0.000005322599,0.0003270159,0.0003976346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002338711,"about_ca_system_score_gemma":0.0002045497,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008829216,"about_ca_topic_score_gemma":0.005599299,"domain_scores_codex":[0.9976407,0.0001941029,0.0003752281,0.0006709741,0.0004913239,0.0006277079],"domain_scores_gemma":[0.9984647,0.0001397385,0.00009706244,0.0007567056,0.0002132924,0.0003284982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003947096,0.001735278,0.000002813383,0.00005737559,0.0009500276,0.0001710749,0.00131024,0.2311485,0.06148867,0.5902793,0.07228163,0.04018035],"study_design_scores_gemma":[0.0008384688,0.00006511059,0.000003987626,0.00002912161,0.00005768242,0.00004470552,0.0001086685,0.0007623201,0.2578597,0.0007250574,0.7391177,0.0003875108],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05276435,0.0009971572,0.5889922,0.004874062,0.01575747,0.0001164531,0.0002560079,0.001683954,0.3345583],"genre_scores_gemma":[0.9557055,0.001097527,0.0005263978,0.006975406,0.0002180061,0.00002313293,0.000069755,0.00006617581,0.03531814],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9029411,"threshold_uncertainty_score":0.9997964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01380960246003941,"score_gpt":0.2300143639977051,"score_spread":0.2162047615376657,"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."}}