{"id":"W3097121043","doi":"10.1242/jeb.161828","title":"Individual variation and the biomechanics of maneuvering flight in hummingbirds","year":2020,"lang":"en","type":"review","venue":"Journal of Experimental Biology","topic":"Biomimetic flight and propulsion mechanisms","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Biomechanics; Variation (astronomy); Aeronautics; Biology; Anatomy; Engineering; Physics; Astronomy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006179605,0.000152032,0.000248015,0.0007245254,0.0002682175,0.000338545,0.0002011111,0.0002756584,0.0006999783],"category_scores_gemma":[0.001685548,0.0001006794,0.0002106174,0.0004616576,0.0005893447,0.0002164507,0.0002945028,0.0002027914,0.00007568539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000312175,"about_ca_system_score_gemma":0.00009682062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006196028,"about_ca_topic_score_gemma":0.008595008,"domain_scores_codex":[0.9997386,0.0000890507,0.00001235965,0.000101333,0.00003304786,0.000025596],"domain_scores_gemma":[0.9994092,0.0002619914,0.0001718491,0.00007504627,0.0000372933,0.00004472678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002261225,0.00004805683,0.9022809,0.0001090689,0.0005375229,0.000201499,0.001389288,0.01578418,0.04404511,0.00129084,0.00045859,0.03362879],"study_design_scores_gemma":[9.946754e-7,0.00003450062,0.9956151,0.000003661766,0.00001658289,0.00007516313,0.0001473034,0.003199273,0.0003399239,0.000329634,0.0002274727,0.00001031597],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9977387,0.0001508116,0.001558412,0.00001668451,0.000002042523,0.000002607259,0.0001152232,0.00001564885,0.0003998602],"genre_scores_gemma":[0.9993585,0.00002789856,0.0004559343,0.00001045131,0.000001913652,0.000003785487,0.00008229878,0.000005523284,0.00005368927],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.006196028,"threshold_uncertainty_score":0.01231992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03047622078472465,"score_gpt":0.2927837451311059,"score_spread":0.2623075243463812,"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."}}