{"id":"W4416870059","doi":"10.1016/j.energy.2025.139495","title":"Taguchi-based multi-factor analysis of self-starting behavior in vertical axis wind turbine farms","year":2025,"lang":"en","type":"article","venue":"Energy","topic":"Wind Energy Research and Development","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"Government of Canada; Bilecik Şeyh Edebali Üniversitesi; Ulusal Yüksek Başarımlı Hesaplama Merkezi, Istanbul Teknik Üniversitesi","keywords":"Turbine; Vertical axis; Vertical axis wind turbine; Wind power; Wind speed","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00009137467,0.0001364987,0.0002886812,0.0006910811,0.00002483587,0.00001463787,0.0001418182,0.00008476072,0.0001310926],"category_scores_gemma":[0.00005959218,0.000129775,0.0001091237,0.001281184,0.00002341453,0.00004422653,0.00003872814,0.0001152241,0.000001849999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001358578,"about_ca_system_score_gemma":0.00007301877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002916005,"about_ca_topic_score_gemma":0.000745958,"domain_scores_codex":[0.9989368,0.00003186794,0.0003272423,0.0001789991,0.0001933189,0.0003317938],"domain_scores_gemma":[0.9995571,0.00009458319,0.00001246786,0.0002041042,0.00003672417,0.00009502957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006340444,0.0006113658,0.2888996,0.00008742671,0.00137228,0.00008429825,0.0003370301,0.6533403,0.03963434,0.0007871499,0.0002525709,0.01453029],"study_design_scores_gemma":[0.0007585646,0.00002604883,0.4620813,0.00003113697,0.0001186504,7.846566e-8,0.00002684713,0.4627562,0.072952,0.00001087767,0.001043531,0.0001946949],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945324,0.0001678443,0.004320702,0.00003119833,0.0001032291,0.00003804707,0.000009814341,0.0001083429,0.0006883882],"genre_scores_gemma":[0.9980783,0.0000115883,0.001621444,0.0000482069,0.00001104037,0.00002623079,0.00003911345,0.00001353563,0.0001505213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.190584,"threshold_uncertainty_score":0.5292069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01147367346352709,"score_gpt":0.2507091539872668,"score_spread":0.2392354805237397,"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."}}