{"id":"W2914777533","doi":"10.3390/app9040639","title":"Comparative Study of Wind Turbine Placement Methods for Flat Wind Farm Layout Optimization with Irregular Boundary","year":2019,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Wind Energy Research and Development","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"China Postdoctoral Science Foundation; Jiangsu University; National Natural Science Foundation of China","keywords":"Wind power; Grid; Offshore wind power; Turbine; Marine engineering; Environmental science; Renewable energy; Computer science; Meteorology; Engineering; Electrical engineering; Geology; Mechanical 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":[0.0006928431,0.0007990162,0.0007796636,0.0006342427,0.0002731109,0.000518199,0.0004576851,0.0006886196,0.001686606],"category_scores_gemma":[0.002254791,0.0003524225,0.0006797746,0.0005451262,0.0002382144,0.000441429,0.0003743901,0.0004797852,0.0002328877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002387763,"about_ca_system_score_gemma":0.0005637962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003422494,"about_ca_topic_score_gemma":0.004067747,"domain_scores_codex":[0.9997317,0.0001147044,0.00001750261,0.00003030722,0.00007329261,0.00003240111],"domain_scores_gemma":[0.9988267,0.0008138838,0.0000853905,0.00007551887,0.0001595839,0.00003903539],"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":[0.0001326173,0.00009820736,0.001099125,0.0001835912,0.00005258316,0.00007341767,0.00005336713,0.9534121,0.002266923,0.001041427,0.0003510333,0.04123555],"study_design_scores_gemma":[0.00001680183,0.0001248053,0.0004526483,0.00001078241,0.00001243041,0.0000154851,0.0000306391,0.9980209,0.0006635134,0.0002201438,0.0004261085,0.000005784399],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4812456,0.004452073,0.4922158,0.0003243844,0.0001999012,0.0002103192,0.0001675466,0.0007490096,0.02043545],"genre_scores_gemma":[0.8292157,0.00104093,0.1677087,0.00006053632,0.00002555395,0.0001227705,0.0001515724,0.000161628,0.001512626],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003422494,"threshold_uncertainty_score":0.006805182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02898977682792695,"score_gpt":0.316409728603089,"score_spread":0.2874199517751621,"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."}}