{"id":"W4396228443","doi":"10.1242/jeb.246223","title":"The spatiotemporal richness of hummingbird wing deformations","year":2024,"lang":"en","type":"article","venue":"Journal of Experimental Biology","topic":"Biomimetic flight and propulsion mechanisms","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Air Force Office of Scientific Research; Natural Sciences and Engineering Research Council of Canada; U.S. Air Force; Johns Hopkins University","keywords":"Hummingbird; Species richness; Wing; Geography; Ecology; Aerospace engineering; Biology; Engineering","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":[0.0001293212,0.0001528483,0.0001720534,0.001067466,0.0001782502,0.0003206294,0.0001356506,0.0001783361,0.0005284066],"category_scores_gemma":[0.0004788786,0.0001358065,0.0002094984,0.0006121131,0.0002854943,0.0002713266,0.0003295562,0.0001734489,0.0001350829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001506372,"about_ca_system_score_gemma":0.000072534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001485744,"about_ca_topic_score_gemma":0.003484532,"domain_scores_codex":[0.9998784,0.00001615324,0.000006579307,0.00005781203,0.00002322157,0.00001784334],"domain_scores_gemma":[0.9997428,0.00006607593,0.0000988509,0.00003584231,0.00003139413,0.00002508878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002088908,0.00003474269,0.5620151,0.000151933,0.0002046847,0.0002726557,0.0009649394,0.004379747,0.3655174,0.0004078729,0.0004212281,0.06542081],"study_design_scores_gemma":[6.053487e-7,0.00001876435,0.9963977,0.000003232996,0.000009700629,0.0001405618,0.00009738917,0.001587255,0.001435962,0.00008151896,0.0002209125,0.000006286643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966993,0.0001845424,0.002192253,0.00001118154,0.000001972397,0.000004254945,0.0002993848,0.00003040195,0.0005765702],"genre_scores_gemma":[0.9985532,0.00007207537,0.0009545463,0.000009632391,0.000004235902,0.000006722928,0.0002750307,0.00001041029,0.0001142018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001485744,"threshold_uncertainty_score":0.002954245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01400048794569483,"score_gpt":0.2695372532023769,"score_spread":0.2555367652566821,"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."}}