{"id":"W4306665573","doi":"10.18280/ijsse.120415","title":"Count Models Analysis of Factors Associated with Road Accidents in Nigeria","year":2022,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Traffic and Road Safety","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Covenant University Centre for Research, Innovation and Discovery; Covenant University","keywords":"Overdispersion; Poisson regression; SAFER; Sustainable development; Sustainable transport; Transport engineering; Sample (material); Quarter (Canadian coin); Environmental health; Poison control; Business; Engineering; Geography; Sustainability; Computer security; Computer science; Medicine; Population; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003526698,0.0009249251,0.001094032,0.001283778,0.0008471822,0.002033474,0.001339562,0.0009568202,0.005871948],"category_scores_gemma":[0.009415889,0.0006061601,0.001642935,0.0008175631,0.0004613762,0.0008839365,0.001316672,0.001647517,0.0005890482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009060372,"about_ca_system_score_gemma":0.002097763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04258425,"about_ca_topic_score_gemma":0.02434861,"domain_scores_codex":[0.998171,0.001025358,0.00009983002,0.0003066895,0.0001280721,0.0002691581],"domain_scores_gemma":[0.9925754,0.005804498,0.0006542106,0.0002279724,0.000501044,0.0002367709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009570253,0.0009150319,0.7878301,0.0002465715,0.001138414,0.001443454,0.0009366858,0.1605878,0.0004731102,0.01112059,0.003593349,0.03075799],"study_design_scores_gemma":[0.00005662834,0.0005173698,0.08792178,0.0001584002,0.0003329594,0.0002349372,0.001670499,0.9028927,0.0002087037,0.004169374,0.001786568,0.0000501562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810357,0.0008398267,0.01402072,0.0009208464,0.000171497,0.0001179043,0.001141227,0.00007921865,0.00167305],"genre_scores_gemma":[0.9933894,0.0004734244,0.002163487,0.00003190248,0.00004281442,0.0001048145,0.0008172612,0.00001234155,0.002964469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04258425,"threshold_uncertainty_score":0.08467275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007904984372765975,"score_gpt":0.2039824139560941,"score_spread":0.1960774295833281,"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."}}