{"id":"W3048496331","doi":"10.1101/2020.08.11.246926","title":"Unpredictable hummingbirds: Flight path entropy is constrained by speed and wing loading","year":2020,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Animal Behavior and Reproduction","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Carleton University","funders":"","keywords":"Wing; Entropy (arrow of time); Simulation; Computer science; Aeronautics; Aerospace engineering; Physics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001596768,0.0001764111,0.0002137538,0.0005563115,0.0001317267,0.0003419133,0.0001288515,0.0001874439,0.00101579],"category_scores_gemma":[0.0006870231,0.0001512045,0.0001092889,0.0002264396,0.0003725832,0.000173191,0.000232493,0.0002007353,0.000126777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001383808,"about_ca_system_score_gemma":0.00007219346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001541967,"about_ca_topic_score_gemma":0.002152897,"domain_scores_codex":[0.9999306,0.00001534458,0.000003895252,0.00002389807,0.00001239164,0.00001378126],"domain_scores_gemma":[0.999461,0.0001296253,0.0002587844,0.00004196079,0.00002855513,0.00008002803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006165795,0.00005902897,0.6628495,0.00007062189,0.0002055931,0.0002028093,0.0003336732,0.004778899,0.3194797,0.0002628304,0.000255278,0.01088535],"study_design_scores_gemma":[0.000001573525,0.00003650703,0.9965115,0.000001466904,0.000004922967,0.00005136596,0.00003770988,0.001702256,0.001532624,0.00007419319,0.00004194863,0.000004063066],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999518,0.00002595029,0.0002849529,0.000004349918,4.823958e-7,8.904625e-7,0.00005315426,0.00000517375,0.0001070546],"genre_scores_gemma":[0.9996703,0.000008955922,0.0001827248,0.00000464597,0.00000166283,0.000001408844,0.00007939689,0.000004214845,0.00004673876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001541967,"threshold_uncertainty_score":0.00339812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01687131212418239,"score_gpt":0.2024373286879458,"score_spread":0.1855660165637634,"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."}}