{"id":"W2321892904","doi":"10.1017/jmech.2014.23","title":"Design Space Exploration of Centimeter-Scale Wind Turbines using a Physics-Modified Optimization Formulation","year":2014,"lang":"en","type":"article","venue":"Journal of Mechanics","topic":"Energy Harvesting in Wireless Networks","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Turbine; Wind power; Marine engineering; RADIUS; Maximum power principle; Computer science; Wind speed; Power (physics); Coupling (piping); Voltage; Generator (circuit theory); Aerospace engineering; Control theory (sociology); Physics; Meteorology; Electrical engineering; Mechanical engineering; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004453443,0.0001155054,0.0002203942,0.00009587192,0.00003606612,0.00002788391,0.0001008649,0.00009490557,0.000003259216],"category_scores_gemma":[0.00005688091,0.0001146948,0.00006417628,0.0001991581,0.000004542076,0.000718881,0.00001296037,0.0001357965,3.89375e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006530139,"about_ca_system_score_gemma":0.00001759934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001498917,"about_ca_topic_score_gemma":8.064538e-7,"domain_scores_codex":[0.9990849,0.00007104876,0.000418619,0.00006624083,0.0002331276,0.0001260836],"domain_scores_gemma":[0.9991359,0.00008798578,0.0003846971,0.0001189143,0.0002274042,0.00004513061],"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":[0.00001737772,0.00001733582,0.0000045104,0.00003235159,0.00002404907,4.484114e-7,0.0001612996,0.9541461,0.04306422,0.0008235256,0.00002019622,0.00168853],"study_design_scores_gemma":[0.0003500765,0.00008232738,0.000004497423,0.0001661169,0.00004886729,0.000008059905,0.00001750665,0.9422721,0.05462851,0.002313595,0.00001126839,0.00009704335],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04976511,0.00005091163,0.949534,0.00001087623,0.0005025916,0.00006495066,4.560697e-7,0.00003203,0.00003910701],"genre_scores_gemma":[0.7479874,0.00003926455,0.2516646,0.000004313324,0.000267696,4.159589e-7,0.000002515251,0.00002928432,0.00000448316],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6982223,"threshold_uncertainty_score":0.4677117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03691797185070514,"score_gpt":0.2299235603973118,"score_spread":0.1930055885466067,"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."}}