{"id":"W4408780051","doi":"10.1109/mce.2025.3553926","title":"Electric Vehicles: Frontier of Consumer Electronics","year":2025,"lang":"en","type":"article","venue":"IEEE Consumer Electronics Magazine","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Huawei Technologies (Canada)","funders":"","keywords":"Frontier; Electronics; Electric cars; Telecommunications; Computer science; Business; Electrical engineering; Engineering; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0003970064,0.0004862146,0.0002823219,0.0007516064,0.0005216848,0.002510692,0.0006588434,0.001299348,0.02578542],"category_scores_gemma":[0.0006305003,0.0001483355,0.0001697767,0.001156755,0.0009410447,0.003501608,0.00129107,0.001942724,0.01053438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009704118,"about_ca_system_score_gemma":0.000933011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001060659,"about_ca_topic_score_gemma":0.001322804,"domain_scores_codex":[0.9996492,0.00005026877,0.0000118019,0.00006320757,0.0001863043,0.00003926092],"domain_scores_gemma":[0.9995543,0.00008728033,0.00002414135,0.00003229067,0.0002415739,0.00006033647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004573031,0.00004119465,0.0007876835,0.0005285696,0.00001060408,0.000157085,0.0002242763,0.0005240045,0.002333015,0.3586305,0.235317,0.4014004],"study_design_scores_gemma":[0.00000173958,0.00002022504,0.0002076378,0.0001644365,0.000001924288,0.0001484836,0.0001036745,0.0001855732,0.0002296277,0.02274206,0.9761897,0.000004936067],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.006888218,0.2568435,0.02717111,0.05990413,0.008024011,0.00008060918,0.0007258169,0.0008125012,0.6395501],"genre_scores_gemma":[0.1123399,0.3366954,0.01909775,0.01475228,0.008635528,0.0001000404,0.001204824,0.0003762686,0.506798],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02578542,"threshold_uncertainty_score":0.0862608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004429916613603413,"score_gpt":0.2098275355432446,"score_spread":0.2053976189296412,"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."}}