{"id":"W3048944357","doi":"10.1007/s11277-020-07719-y","title":"Efficient Use of UAVs for Public Safety in Disaster and Crisis Management","year":2020,"lang":"en","type":"article","venue":"Wireless Personal Communications","topic":"UAV Applications and Optimization","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Computer science; Cover (algebra); Task (project management); Work (physics); Square (algebra); Disaster area; Emergency management; Crisis management; Operations research; Mathematical optimization; Computer security; Systems 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005613695,0.00006449041,0.00009509941,0.00005542732,0.00007471087,0.00002547567,0.0001790813,0.00002757053,0.000007893074],"category_scores_gemma":[0.000006404172,0.00007008766,0.00002651668,0.0002291715,0.00004329157,0.00005310542,0.00009379183,0.00006287132,0.000001733876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002732169,"about_ca_system_score_gemma":0.000004894505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000118036,"about_ca_topic_score_gemma":0.00003702189,"domain_scores_codex":[0.9995655,0.00001667167,0.00017982,0.00009179306,0.00005766087,0.00008858014],"domain_scores_gemma":[0.99952,0.00007954975,0.00002449045,0.0002932783,0.0000384118,0.00004429518],"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":[0.0001202379,0.0009933102,0.01154117,0.001546454,0.0004268111,8.692964e-7,0.04168362,0.4457257,0.002660039,0.3951189,0.005577589,0.09460533],"study_design_scores_gemma":[0.0002610737,0.000007776379,0.00345966,0.00001342286,0.00001367175,2.446812e-7,0.001154986,0.9852741,0.00001614875,0.00002212601,0.009698725,0.00007807087],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5802271,0.001013679,0.3950475,0.01927686,0.00003602839,0.001497847,0.0003435042,0.0002041627,0.002353341],"genre_scores_gemma":[0.9785348,0.0004465674,0.02067778,0.0001004939,0.00000551122,0.0001370029,0.0000748077,0.00001377187,0.000009247407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5395484,"threshold_uncertainty_score":0.2858092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05595873226495893,"score_gpt":0.2454959522578657,"score_spread":0.1895372199929068,"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."}}