{"id":"W4396561146","doi":"10.1093/icb/icae028","title":"Insect Flight Energetics and the Evolution of Size, Form, and Function","year":2024,"lang":"en","type":"review","venue":"Integrative and Comparative Biology","topic":"Physiological and biochemical adaptations","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Energetics; Insect flight; Insect; Biology; Function (biology); Evolutionary biology; Ecology; Physics; Wing; Thermodynamics","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":[0.0004634382,0.0003189891,0.0002718496,0.001005621,0.000355867,0.0008600955,0.0002582001,0.000557475,0.001337351],"category_scores_gemma":[0.001209971,0.0002603102,0.0003174192,0.0008190462,0.0005793656,0.000651276,0.0005722418,0.0005023441,0.0003359181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005129414,"about_ca_system_score_gemma":0.0001393134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002565007,"about_ca_topic_score_gemma":0.002173437,"domain_scores_codex":[0.9996974,0.0000686205,0.00002133282,0.0001217379,0.00005433399,0.00003660448],"domain_scores_gemma":[0.9993824,0.0001368695,0.0002873631,0.00004439848,0.00008350612,0.00006545526],"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":[0.0004748081,0.0001567409,0.5429463,0.0004492127,0.0005383707,0.0006209312,0.0009923758,0.01144477,0.2706349,0.006963108,0.001103041,0.1636755],"study_design_scores_gemma":[0.000003018407,0.0000690661,0.9951308,0.00001422957,0.00001997967,0.0001896984,0.00006906367,0.001406378,0.0009269748,0.0008038879,0.001347896,0.00001911057],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9855156,0.00538289,0.002911117,0.0002000561,0.00001405707,0.00001203514,0.0004926799,0.00004545364,0.005426017],"genre_scores_gemma":[0.9942872,0.002146818,0.002171887,0.00007612761,0.00002527468,0.00001464728,0.0004119237,0.00002843431,0.0008377888],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.002565007,"threshold_uncertainty_score":0.005100191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06481006846317476,"score_gpt":0.3076744924117023,"score_spread":0.2428644239485275,"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."}}