{"id":"W4312861910","doi":"10.2139/ssrn.4242223","title":"Optimal Stratified Placement of Balloons and UAVs to Support Users’ Coverage","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Robotic Path Planning Algorithms","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Computer science","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":[0.001825189,0.0001296761,0.000198763,0.0001553162,0.0002958202,0.00007876984,0.0007432446,0.00002378127,0.00003825281],"category_scores_gemma":[0.00002626431,0.0001321271,0.00005503735,0.0002734128,0.00002046615,0.0002020467,0.0003585385,0.001018483,0.000005763049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004900714,"about_ca_system_score_gemma":0.001902242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002077942,"about_ca_topic_score_gemma":0.00001121867,"domain_scores_codex":[0.9974695,0.0001201791,0.0003132038,0.0002663386,0.0005329821,0.001297832],"domain_scores_gemma":[0.9993464,0.00005373383,0.0001613689,0.000254661,0.00004336029,0.0001405048],"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":[0.0002533386,0.0006106302,0.004255731,0.00002781966,0.000659389,0.0002971629,0.00877322,0.5472722,0.006867826,0.3792389,0.003206726,0.04853706],"study_design_scores_gemma":[0.02390806,0.08259466,0.02470249,0.0002058167,0.0004569755,0.04228027,0.03205044,0.5864364,0.006563816,0.1732715,0.02169574,0.005833783],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2602873,0.0002051855,0.7377397,0.0008790981,0.0002915626,0.0001616171,0.000007784714,0.00003326247,0.0003944815],"genre_scores_gemma":[0.9706396,0.00008123941,0.0280642,0.0001924115,0.00004750361,0.00001148485,0.000002916888,0.00001144751,0.0009491274],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7103523,"threshold_uncertainty_score":0.5387985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0125742081307412,"score_gpt":0.2472167024506992,"score_spread":0.234642494319958,"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."}}