{"id":"W4417473238","doi":"10.1109/pcic47468.2025.11289166","title":"Estimated Environmental Impact of AC Electric Machine Reconditioning and Rewinding","year":2025,"lang":"","type":"article","venue":"","topic":"Electric Motor Design and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Forming Technologies (Canada)","funders":"","keywords":"Electric motor; Horsepower; Induction motor; Original equipment manufacturer; Electric power; Motor soft starter; Siemens; Environmental impact assessment; Brushed DC electric motor","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":[0.0003583133,0.0006994301,0.0002961115,0.001222579,0.000437161,0.0006610268,0.0003506221,0.000418577,0.001877853],"category_scores_gemma":[0.0006893346,0.0001748215,0.0007223685,0.001541955,0.0002655625,0.000781438,0.0004380322,0.0003947434,0.0006080174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001049618,"about_ca_system_score_gemma":0.0004121558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02134706,"about_ca_topic_score_gemma":0.03277275,"domain_scores_codex":[0.9994496,0.0000686209,0.00002870048,0.0001125734,0.0002618309,0.00007868985],"domain_scores_gemma":[0.99905,0.0002530375,0.0001372053,0.00006273203,0.0004615134,0.00003558877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001370872,0.0004585221,0.6774184,0.0005730688,0.0005170123,0.001288395,0.0002099173,0.1881131,0.03697927,0.0009146808,0.002370216,0.08978657],"study_design_scores_gemma":[0.00002993891,0.001431624,0.8931686,0.00006279666,0.0003622725,0.0004804358,0.001492898,0.04399364,0.04805134,0.0006860589,0.01016653,0.00007387345],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862549,0.0003619397,0.001996216,0.00003841478,0.00002036094,0.00008119753,0.004854504,0.0000648781,0.00632758],"genre_scores_gemma":[0.991294,0.0005970848,0.001012458,0.0000179181,0.000008469792,0.00005251012,0.00404632,0.00003222762,0.002939037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02134706,"threshold_uncertainty_score":0.0424456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006689846587462701,"score_gpt":0.2372727156848222,"score_spread":0.2305828690973596,"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."}}