{"id":"W4308352081","doi":"10.3390/insects13111018","title":"Model-Based Tracking of Fruit Flies in Free Flight","year":2022,"lang":"en","type":"article","venue":"Insects","topic":"Biomimetic flight and propulsion mechanisms","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Azrieli Foundation; Israel Science Foundation; Hebrew University of Jerusalem","keywords":"Wing; Kinematics; Biology; Insect flight; Free flight; Flight dynamics; Computer science; Artificial intelligence; Computer vision; Biological system; Aerospace engineering; Engineering; Physics; Aerodynamics; Classical mechanics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001470221,0.00008420129,0.0001298785,0.0001624229,0.00003564081,0.000006962028,0.000201475,0.0000447753,0.0003330074],"category_scores_gemma":[0.00000973006,0.00009013876,0.00004031958,0.0002344991,0.00001204675,0.00004286222,0.00004853278,0.0001646154,0.000004871751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004407223,"about_ca_system_score_gemma":0.00002136455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003006008,"about_ca_topic_score_gemma":0.00003033797,"domain_scores_codex":[0.9993799,0.00002444367,0.0001720423,0.00009682519,0.0001714061,0.0001553686],"domain_scores_gemma":[0.9997011,0.00002966807,0.00001978741,0.000210923,0.00001102448,0.00002743146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005180344,0.0001184224,0.0002413892,0.000277478,0.00002179875,0.00005444669,0.00199677,0.5890362,0.3768497,0.00424308,0.0069328,0.02017614],"study_design_scores_gemma":[0.0007818383,0.0000763939,0.0001799603,0.00003123028,0.000007166029,0.000003196445,0.0000534924,0.5040485,0.4787662,0.01289006,0.002964734,0.0001972993],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841118,0.001879515,0.007522253,0.0002474487,0.0009113596,0.0001793739,0.00004379762,0.000172195,0.00493224],"genre_scores_gemma":[0.9968328,0.000008216753,0.002888585,0.00007378151,0.00001862593,0.00003098344,0.000005422079,0.00002184471,0.0001197591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1019165,"threshold_uncertainty_score":0.3675752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02183443441996446,"score_gpt":0.2067680565263528,"score_spread":0.1849336221063883,"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."}}