{"id":"W4416922203","doi":"10.1186/s13638-025-02535-z","title":"Aerial BS location optimization for monitoring multiple forest areas with uplink UAV throughput requirements","year":2025,"lang":"en","type":"article","venue":"Journal on Wireless Communications and Networking","topic":"UAV Applications and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada; Academy of Finland","keywords":"Firefighting; Payload (computing); Throughput; Context (archaeology); Base station; Drone","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000226406,0.0001582741,0.0001696102,0.0001415015,0.0008046775,0.0002137072,0.0002827976,0.00008913966,0.000001920844],"category_scores_gemma":[0.00001010607,0.0001479823,0.00003568577,0.0004125698,0.00004827395,0.000245814,0.00005516466,0.0002246642,6.189539e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001410286,"about_ca_system_score_gemma":0.00003717155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006247547,"about_ca_topic_score_gemma":0.00002866003,"domain_scores_codex":[0.9991624,0.00003190754,0.0003604905,0.0001422796,0.0001025366,0.0002004126],"domain_scores_gemma":[0.9988883,0.0002025695,0.0001403022,0.0004885955,0.0002228805,0.00005731659],"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":[0.00005205888,0.00005548037,0.008668561,0.00003464425,0.00007593144,1.666692e-7,0.0000957493,0.923541,0.00006822903,0.002062665,0.000137655,0.06520785],"study_design_scores_gemma":[0.0008861854,0.00005611486,0.001143625,0.0004500115,0.0000516425,0.000004940478,0.00007175498,0.9902586,0.00009064968,0.000232105,0.006597709,0.0001566698],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02835789,0.001501837,0.9679932,0.0003783436,0.0004526864,0.0005044544,0.000002574739,0.0001171238,0.0006919034],"genre_scores_gemma":[0.9286165,0.007009367,0.06369713,0.00003674653,0.0003343388,0.0001820572,0.00005882861,0.00003389216,0.00003114314],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.904296,"threshold_uncertainty_score":0.618901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02821096926384875,"score_gpt":0.272989351701276,"score_spread":0.2447783824374273,"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."}}