{"id":"W4294732276","doi":"10.1016/j.aap.2022.106825","title":"Spatial influence of engineering construction on traffic accidents, a case study of Jinan","year":2022,"lang":"en","type":"article","venue":"Accident Analysis & Prevention","topic":"Traffic and Road Safety","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Science and Technology Support Plan for Youth Innovation of Colleges and Universities of Shandong Province of China; Humanities and Social Science Fund of Ministry of Education of China; Government of Alberta Ministry of Transportation","keywords":"Transport engineering; Civil engineering; Traffic engineering; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002844477,0.0001465758,0.0003467201,0.0006118634,0.00009174183,0.000009817078,0.000158663,0.00003692397,0.0001491455],"category_scores_gemma":[0.00001465202,0.0001641438,0.0002397955,0.001100504,0.00001150791,0.0001414678,0.00006295525,0.0001728627,0.000001649916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000994484,"about_ca_system_score_gemma":0.00001295306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004489314,"about_ca_topic_score_gemma":0.002009946,"domain_scores_codex":[0.9985893,0.00008728268,0.0005902257,0.0002043805,0.0003869639,0.0001418317],"domain_scores_gemma":[0.9993935,0.00003789184,0.000188552,0.0002940455,0.00004822982,0.00003778146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00002058951,0.0002399527,0.1127383,0.000007005399,0.0008335447,0.00004842544,0.0008660696,0.8765013,0.0002583828,0.00001467377,0.000005579751,0.008466151],"study_design_scores_gemma":[0.001548629,0.0007431093,0.7616346,0.00003610084,0.003010507,0.0001649786,0.007758337,0.2239512,0.0007557108,0.00001136608,0.00002268533,0.0003626801],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966659,0.0000580995,0.002721388,0.000002568924,0.0001450504,0.0002910694,0.000001112563,0.0001004916,0.00001431807],"genre_scores_gemma":[0.9997494,0.00001458232,0.0001167438,0.000001087999,0.00002063529,0.00004598686,0.00002071073,0.00001659903,0.00001429343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.65255,"threshold_uncertainty_score":0.6693588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006525507388901202,"score_gpt":0.2274738232863681,"score_spread":0.2209483158974669,"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."}}