{"id":"W2104210617","doi":"10.5539/jsd.v7n4p151","title":"Spatial Analysis of Road Traffic Crashes in Oyo State of Nigeria","year":2014,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Traffic and Road Safety","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Commission; Local government area; Socioeconomics; North east; Government (linguistics); Local government; Demography; Political science; Sociology; Archaeology; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0008331339,0.0001345654,0.0005904036,0.0008716382,0.00002476474,0.000009408975,0.000174658,0.00005209673,0.00003817643],"category_scores_gemma":[0.00004954551,0.0001162652,0.0001318833,0.0007773057,0.00002911475,0.0001187259,0.00002657301,0.0001509943,9.111129e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002172624,"about_ca_system_score_gemma":0.0002068403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002905032,"about_ca_topic_score_gemma":0.000138516,"domain_scores_codex":[0.9982858,0.00004116067,0.0009998799,0.00008169802,0.0003065052,0.0002849885],"domain_scores_gemma":[0.9992345,0.00004792169,0.0002733263,0.000107233,0.0002595579,0.00007748265],"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":[0.0000735699,0.00009600703,0.01312795,0.0002395097,0.0007385854,0.00005307043,0.005167362,0.9216945,0.0002295518,0.00002654254,0.0001021985,0.0584512],"study_design_scores_gemma":[0.0008573791,0.00009056617,0.9668444,0.00007453463,0.0001287439,0.000004863456,0.003117813,0.02310083,0.002588022,0.0000331233,0.002964648,0.0001950766],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918838,0.0002006503,0.00740404,0.00002292371,0.0001090234,0.0000752413,0.000001219383,0.00001287044,0.0002902561],"genre_scores_gemma":[0.9980851,0.00008024625,0.001621301,0.000004571436,0.00002058532,0.00000178488,0.000002397363,0.00001396709,0.0001700795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9537165,"threshold_uncertainty_score":0.4741157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004026498668331911,"score_gpt":0.1917634072697064,"score_spread":0.1877369086013745,"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."}}