{"id":"W2127065033","doi":"10.1109/tdc.2012.6281413","title":"Low-cost amorphous-metal rolled-up-core distribution transformer","year":2012,"lang":"en","type":"article","venue":"","topic":"Metallic Glasses and Amorphous Alloys","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Electromagnetic coil; Transformer; Ribbon; Delta-wye transformer; Distribution transformer; Magnetic core; Energy efficient transformer; Electrical engineering; Materials science; Amorphous solid; Mechanical engineering; Engineering; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001695916,0.0002305912,0.0002411656,0.00003689545,0.00006996025,0.00003068424,0.0001298825,0.0001110255,0.002376469],"category_scores_gemma":[0.00001020766,0.0001891359,0.0001731913,0.0001833983,0.00002731372,0.0003067366,0.000009970917,0.0001775834,0.0008555626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006753218,"about_ca_system_score_gemma":0.000009802702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003431729,"about_ca_topic_score_gemma":0.00002570687,"domain_scores_codex":[0.9987649,0.000009384818,0.0002687776,0.0001381028,0.0002145363,0.0006042569],"domain_scores_gemma":[0.9994813,0.00002408771,0.00002011556,0.0002173946,0.0000237473,0.0002333896],"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":[0.0001999358,0.001466884,0.02135032,0.0009821539,0.001441965,0.00005334197,0.001887327,0.01403864,0.3348005,0.0706881,0.3501449,0.2029459],"study_design_scores_gemma":[0.002153638,0.00006193864,0.01674099,0.00004467644,0.0001761783,0.00009627012,0.0002472839,0.01992885,0.1290136,0.0001476655,0.8301508,0.001238158],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8812006,0.0004412043,0.08657134,0.00008261084,0.002054612,0.0004419528,0.0001153804,0.0007722712,0.02832007],"genre_scores_gemma":[0.9969292,0.0001396652,0.0002017019,0.00007179781,0.0003040913,0.00004372355,0.0001847149,0.00004933286,0.002075741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4800059,"threshold_uncertainty_score":0.9999224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01607336589607266,"score_gpt":0.2197117683451237,"score_spread":0.203638402449051,"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."}}