{"id":"W4411102053","doi":"10.5267/j.esm.2025.2.002","title":"Designing an electrical system by using a variable frequency drive to replace a generator in an electrical winch for construction","year":2025,"lang":"en","type":"article","venue":"Engineering Solid Mechanics","topic":"Electric Power Systems and Control","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Winch; Generator (circuit theory); Electrical engineering; Electric generator; Variable (mathematics); Electrical machinery; Engineering; Computer science; Mechanical engineering; Physics; Power (physics); Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004999391,0.0003302944,0.0005196809,0.0004835739,0.00009651486,0.0001093016,0.000245202,0.0002842391,0.000001578116],"category_scores_gemma":[0.00008896784,0.0003951619,0.00005612654,0.00127172,0.000002621052,0.0002461937,0.00001667134,0.0003401218,0.00000139622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001043521,"about_ca_system_score_gemma":0.0001636478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004303565,"about_ca_topic_score_gemma":0.000007466331,"domain_scores_codex":[0.9979602,0.00005809221,0.0005583783,0.0004727563,0.0001759951,0.0007746224],"domain_scores_gemma":[0.999185,0.0000885278,0.00004746029,0.0003576888,0.0001042403,0.0002171145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002059904,0.00002648684,0.00001681649,0.00011194,0.0000551669,0.000006133487,0.00008377582,0.1945186,0.776181,0.0274894,0.0001156756,0.001374373],"study_design_scores_gemma":[0.0005883671,0.0002445416,0.000001987035,0.000131323,0.00004370397,0.00003570798,0.00003375264,0.9176965,0.08043486,0.00012477,0.0003010167,0.0003634839],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06978618,0.0008272266,0.9270111,0.000006073576,0.0008403087,0.0008489296,0.00001419012,0.0006358858,0.00003007442],"genre_scores_gemma":[0.9015186,0.000006193427,0.09779078,0.00003619584,0.0002068508,0.0003190212,0.0000141791,0.00009246926,0.00001570448],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8317325,"threshold_uncertainty_score":0.99985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004778195353248994,"score_gpt":0.2144894272037816,"score_spread":0.2097112318505326,"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."}}