{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001785585,0.0004935614,0.0004473907,0.0004204015,0.0002174463,0.0004204049,0.0005209563,0.0005064674,0.0006392642],"category_scores_gemma":[0.0004985511,0.0003026899,0.0003787031,0.0002436067,0.0002258821,0.0004097948,0.0004613874,0.0003510882,0.0002358566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002566534,"about_ca_system_score_gemma":0.0003451699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00494239,"about_ca_topic_score_gemma":0.006322639,"domain_scores_codex":[0.9998958,0.00001172426,0.000003702538,0.00004543755,0.0000318108,0.00001148962],"domain_scores_gemma":[0.9998752,0.00003263364,0.00002468745,0.00002534627,0.00002727387,0.00001480715],"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":[0.0002994854,0.00009896477,0.007734821,0.0001751343,0.0001459041,0.0003362661,0.0002423301,0.6117908,0.1550813,0.002833987,0.00183933,0.2194217],"study_design_scores_gemma":[0.000005965201,0.0000345502,0.002531363,0.000006758678,0.000009247863,0.00007500717,0.0000143215,0.9901704,0.006121942,0.000511961,0.0005094114,0.000009007021],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1721139,0.0004269017,0.8245405,0.00006390985,0.00003509202,0.00004196706,0.0002070324,0.0009400656,0.001630599],"genre_scores_gemma":[0.826475,0.0002802916,0.1707912,0.0000361138,0.00001929558,0.0000520949,0.0004454171,0.00007744099,0.001823173],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00494239,"threshold_uncertainty_score":0.009827256,"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."}}