{"id":"W4224233201","doi":"10.1088/1748-3190/ac68bb","title":"On the robust autorotation of a samara-inspired rotor in gusty environments","year":2022,"lang":"en","type":"article","venue":"Bioinspiration & Biomimetics","topic":"Tree Root and Stability Studies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Samara; Aerodynamics; Rotor (electric); Aerospace engineering; Mechanics; Wind tunnel; Engineering; Physics; Control theory (sociology); Mechanical engineering; Computer science","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":[0.0002195381,0.0001150886,0.0001323706,0.0001077559,0.0001225719,0.00001080947,0.0001202093,0.00003541675,0.0001025984],"category_scores_gemma":[0.00005138354,0.00009788133,0.00004969722,0.0002756789,0.00004775136,0.00004404035,0.00004692465,0.0001092523,0.00001099731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001882836,"about_ca_system_score_gemma":0.000012313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002091577,"about_ca_topic_score_gemma":0.0002298321,"domain_scores_codex":[0.9991063,0.00007400607,0.0003051065,0.0001332619,0.000249382,0.0001319029],"domain_scores_gemma":[0.9996001,0.00009193352,0.00005907808,0.0002204642,0.000009406372,0.00001900868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0002704569,0.001322317,0.09777089,0.000217356,0.0002542602,0.000008422963,0.007634357,0.6940922,0.1453362,0.01565182,0.006033983,0.03140767],"study_design_scores_gemma":[0.002542429,0.001148457,0.6802262,0.00004160108,0.00006737094,0.000001598473,0.001524194,0.2322544,0.03838122,0.001163791,0.04188779,0.0007609593],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996111,0.0002179112,0.001769419,0.000376436,0.0002819252,0.0005736155,0.00006651837,0.00006897851,0.000534147],"genre_scores_gemma":[0.9993761,0.000009500687,0.0003230077,0.00004158352,0.00001942025,0.0001465278,0.00002149128,0.00001518637,0.00004715191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5824553,"threshold_uncertainty_score":0.3991485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0240564810989435,"score_gpt":0.1961953875032786,"score_spread":0.1721389064043352,"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."}}