{"id":"W7162031602","doi":"10.82308/20481","title":"Systematic evaluation of a stock unmanned aerial vehicle (UAV) system for small-scale wildlife survey applications","year":2009,"lang":"en","type":"dissertation","venue":"","topic":"UAV Applications and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wildlife; Aerial survey; Woodland caribou; Stock (firearms); Woodland; Wildlife management; Wildlife conservation; Flight planning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001337503,0.0003221525,0.0006743345,0.0002345821,0.0001202799,0.00005834837,0.0002767106,0.0003845805,0.00001662366],"category_scores_gemma":[0.00006896571,0.0003313379,0.0001582633,0.0004808152,0.00001059666,0.00008300418,0.000006140071,0.0001057271,0.00002114145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003011599,"about_ca_system_score_gemma":0.0001420092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001171382,"about_ca_topic_score_gemma":0.00226229,"domain_scores_codex":[0.9977853,0.000141009,0.001051062,0.0003417049,0.0004542135,0.000226688],"domain_scores_gemma":[0.9975277,0.0001845626,0.0004002326,0.0005988443,0.001213268,0.00007541496],"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":[0.0003406161,0.0006191714,0.0001694077,0.2103895,0.00130246,1.606769e-7,0.001488073,0.7534873,0.006836198,0.006269678,0.005517974,0.0135795],"study_design_scores_gemma":[0.001391504,0.00007771843,0.003994139,0.002598251,0.001357104,0.000001404639,0.0008492767,0.9857011,0.003171025,0.0001400542,0.00008662305,0.0006317495],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2299,0.002543699,0.6993673,0.00002780451,0.001689028,0.04355805,0.00113003,0.001863829,0.01992021],"genre_scores_gemma":[0.9606097,0.00005297528,0.007248155,0.00001106212,0.0002715115,0.01497973,0.01538412,0.0001766273,0.001266078],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7307097,"threshold_uncertainty_score":0.9999139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02282354801316742,"score_gpt":0.2669365312726364,"score_spread":0.244112983259469,"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."}}