{"id":"W2965614339","doi":"10.1080/13588265.2019.1633818","title":"Multibody system modelling of unmanned aircraft system collisions with the human head","year":2019,"lang":"en","type":"article","venue":"International Journal of Crashworthiness","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Crash; Hybrid III; Collision; Poison control; Crash test; Multibody system; Simulation; Neck injury; Head (geology); Human-body model; Experimental data; Computer science; Engineering; Automotive engineering; Aeronautics; Artificial intelligence","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":[0.0005209427,0.0001638545,0.0004682982,0.0002891465,0.00008476282,0.00003736477,0.0004483099,0.00007631558,0.00004635313],"category_scores_gemma":[0.00001293387,0.00009318703,0.0001992288,0.0001616093,0.00006622432,0.0001752602,0.00005667608,0.0003051088,0.00001852944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002087493,"about_ca_system_score_gemma":0.0001626868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004841062,"about_ca_topic_score_gemma":0.00001543409,"domain_scores_codex":[0.9979355,0.00005608405,0.0007027614,0.0001460444,0.001015783,0.0001438734],"domain_scores_gemma":[0.9967252,0.0001016562,0.0008392156,0.0002404889,0.002006779,0.00008664392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01142807,0.003344127,0.3019114,0.004942919,0.01300928,0.004018121,0.01240425,0.2060599,0.1052184,0.3324784,0.002524275,0.002660824],"study_design_scores_gemma":[0.04826008,0.01111881,0.1134534,0.05044169,0.003758107,0.01803726,0.04177995,0.6529605,0.04480804,0.0008765211,0.01224743,0.002258267],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9642499,0.0001063985,0.03287333,0.0006179443,0.0008260208,0.0002862201,0.00002319681,0.00002695322,0.0009900079],"genre_scores_gemma":[0.998344,0.000007368282,0.0005932767,0.00007452845,0.0003886355,0.000003259762,0.00001202659,0.00002713916,0.000549736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4469005,"threshold_uncertainty_score":0.3800057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02415465177269575,"score_gpt":0.2995718049415637,"score_spread":0.2754171531688679,"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."}}