{"id":"W4412699676","doi":"10.3390/designs9040088","title":"Effect of Design on Human Injury and Fatality Due to Impacts by Small UAS","year":2025,"lang":"en","type":"article","venue":"Designs","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Aeronautics; Case fatality rate; Medicine; Computer science; Engineering; Environmental health","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":[0.0006952896,0.0001694713,0.0003932664,0.0001959317,0.00008569418,0.00001494209,0.00008451608,0.0001027987,0.00004908464],"category_scores_gemma":[0.0001569727,0.0001364347,0.00005840376,0.0001945201,0.00005357974,0.00002559046,0.00004786885,0.0001299637,0.00002024931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006229238,"about_ca_system_score_gemma":0.00004617805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004063973,"about_ca_topic_score_gemma":0.000003489846,"domain_scores_codex":[0.9990029,0.0001948191,0.0002100721,0.0002601685,0.0001252751,0.0002067314],"domain_scores_gemma":[0.9992464,0.0002170712,0.00005657679,0.0002936016,0.00004669572,0.0001397041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001578531,0.0002136668,0.0009364147,0.0004346536,0.0001393151,0.00003156033,0.0003092364,4.708824e-7,0.9515824,0.003011274,0.02883487,0.01292756],"study_design_scores_gemma":[0.001087312,0.01132747,0.007302923,0.0002970682,0.0001665367,0.000004436215,0.00001562506,0.00002280773,0.9780529,0.0007729433,0.0008076705,0.0001422894],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9681,0.0001010887,0.02915876,0.0001682746,0.00006522542,0.0008950312,0.00004533368,0.00005492605,0.001411338],"genre_scores_gemma":[0.9977947,0.00000619932,0.0003560784,0.0007828497,0.00002724889,0.00002168828,0.00002152326,0.00001533285,0.0009743141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02969474,"threshold_uncertainty_score":0.5563645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05280916054734039,"score_gpt":0.358333908182582,"score_spread":0.3055247476352416,"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."}}