{"id":"W4404083072","doi":"10.3311/pptr.37963","title":"Analysis of Children's Road Crashes in Hungary","year":2024,"lang":"en","type":"article","venue":"Periodica Polytechnica Transportation Engineering","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Transport Canada","funders":"","keywords":"Transport engineering; Engineering; Forensic engineering","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":[0.0001254395,0.0001456038,0.0003844738,0.001263516,0.0000190795,0.0000142797,0.00007510342,0.000108291,0.0002889415],"category_scores_gemma":[0.00001149552,0.0001462276,0.0002514827,0.001526211,0.00003632568,0.00008922262,0.000003234658,0.0002187519,0.000005693536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004496349,"about_ca_system_score_gemma":0.00005602494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000747794,"about_ca_topic_score_gemma":0.00005840985,"domain_scores_codex":[0.9989291,0.000005160957,0.0004237747,0.0002563892,0.0002109731,0.0001745986],"domain_scores_gemma":[0.9996554,0.00002103816,0.00003542763,0.0001952928,0.00002541374,0.00006741977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003135087,0.0009541826,0.3893279,0.002391083,0.008973648,0.000576037,0.01015645,0.03351561,0.4918042,0.01403739,0.0002058619,0.04774411],"study_design_scores_gemma":[0.0002032456,0.00008815437,0.9574977,0.0001908453,0.001093489,0.000003745152,0.00002892089,0.03572078,0.004719911,0.000005756676,0.000302464,0.0001449855],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863308,0.001167007,0.01161922,0.0001357139,0.00006136869,0.0001980265,0.00009822012,0.0002827994,0.0001068103],"genre_scores_gemma":[0.9984332,0.0001360071,0.0009808242,0.00002439092,0.00002756219,0.00002362085,0.0002958216,0.00002627065,0.00005235233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5681698,"threshold_uncertainty_score":0.5962986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007487260811282517,"score_gpt":0.2435409473700481,"score_spread":0.2360536865587656,"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."}}