{"id":"W2120641581","doi":"10.1016/j.medengphy.2011.11.012","title":"The influence of headform orientation and flooring systems on impact dynamics during simulated fall-related head impacts","year":2011,"lang":"en","type":"article","venue":"Medical Engineering & Physics","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Head (geology); Environmental science; Structural engineering; Poison control; Engineering; Geology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002382082,0.0001863503,0.0002845524,0.00006454426,0.00009071204,0.0000145389,0.0000979497,0.0001255082,0.000005931284],"category_scores_gemma":[0.000261635,0.0001282943,0.00007070051,0.0002461968,0.00007296103,0.0001024391,0.00004487106,0.0003572924,0.000005573615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001733532,"about_ca_system_score_gemma":0.00006647278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001747015,"about_ca_topic_score_gemma":0.000005760166,"domain_scores_codex":[0.9987041,0.00001417594,0.0003641935,0.0001764821,0.0004440572,0.000297021],"domain_scores_gemma":[0.9991941,0.0001218409,0.0001079391,0.0002373731,0.00009551836,0.0002431824],"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":[0.008932495,0.00316848,0.06110769,0.009056431,0.00689603,0.0007818617,0.03294816,0.5088929,0.09646715,0.2093679,0.00007234956,0.06230852],"study_design_scores_gemma":[0.003258,0.001613973,0.1960912,0.001611508,0.0001421625,0.00004233924,0.0001590405,0.7919886,0.004543595,0.0002118618,0.00001896128,0.0003187613],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981869,0.0001055182,0.00103872,0.00001877924,0.000241503,0.0002263924,0.000007179127,0.0001003393,0.00007470634],"genre_scores_gemma":[0.9997187,0.00008462172,0.00002811696,0.00000941439,0.00008402854,0.000004407105,0.00001604853,0.00003174652,0.00002289753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2830957,"threshold_uncertainty_score":0.523169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01012638631981379,"score_gpt":0.2598415386446884,"score_spread":0.2497151523248746,"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."}}