{"id":"W4416819379","doi":"10.61618/kvwx6292","title":"Letter To the Editor: Public Drone Use and Its Impact on Search and Rescue and Wildfire Operations","year":2025,"lang":"","type":"article","venue":"The Journal of Search and Rescue","topic":"UAV Applications and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Drone; Search and rescue; Service (business); Aviation; Aviation safety; Public service; Poison control; Visitor pattern","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":[],"consensus_categories":[],"category_scores_codex":[0.001696582,0.0002074052,0.0002432792,0.0003115723,0.0007795201,0.0008365406,0.0002189893,0.0001234698,0.00001580867],"category_scores_gemma":[0.0001382664,0.0001114498,0.0000395858,0.0004449793,0.0001789471,0.0005096163,0.0001990414,0.0008874804,0.000003106552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006960599,"about_ca_system_score_gemma":0.0001182855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003350889,"about_ca_topic_score_gemma":0.0002971113,"domain_scores_codex":[0.9984288,0.000295249,0.0003703242,0.0001813631,0.0003487694,0.0003754554],"domain_scores_gemma":[0.9988486,0.0002974882,0.0000160797,0.0002751887,0.0002436848,0.000318997],"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":[0.00129193,0.0003120083,0.002747468,0.0004011267,0.001190318,0.00001969355,0.01564828,0.8434306,0.02753578,0.002343855,0.0530487,0.05203027],"study_design_scores_gemma":[0.002771427,0.001659577,0.1583199,0.0009621473,0.0003057267,0.000300563,0.001817964,0.8084544,0.00284168,0.00006999539,0.02195605,0.0005405631],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9504462,0.006131272,0.002555092,0.04000424,0.0002530279,0.000544024,0.000031255,0.000007859314,0.00002706869],"genre_scores_gemma":[0.9747151,0.02258248,0.0002623314,0.000446065,0.001629424,0.00000698913,0.000002496741,0.00002203666,0.0003330663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1555724,"threshold_uncertainty_score":0.8066781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01868359598011045,"score_gpt":0.2886596929119539,"score_spread":0.2699760969318434,"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."}}