{"id":"W3192468559","doi":"10.18280/ijsse.110307","title":"Automatic Vehicle Accident Indication and Reporting System for Road Ways Using Internet of Things","year":2021,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"GSM; Global Positioning System; Computer security; Accelerometer; Accident (philosophy); Computer science; Transport engineering; Engineering; Telecommunications","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":[0.000702002,0.0001173239,0.0003193837,0.0001548888,0.00002705515,0.00005003546,0.000113708,0.00007609174,0.0000040049],"category_scores_gemma":[0.000214549,0.0001206684,0.00009324287,0.00007722331,0.0000136702,0.0003517021,0.00004187862,0.0001655286,1.807472e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001399184,"about_ca_system_score_gemma":0.00003487358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001959736,"about_ca_topic_score_gemma":0.000001754995,"domain_scores_codex":[0.9983433,0.00001352438,0.001183374,0.0000970786,0.0002409729,0.0001217394],"domain_scores_gemma":[0.9988407,0.00009937528,0.0006174425,0.00006826848,0.0003068919,0.00006725173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005884316,0.0002292649,0.02587136,0.01120578,0.004524841,0.000843038,0.0394904,0.3126343,0.359375,0.02130269,0.0001151005,0.2238198],"study_design_scores_gemma":[0.0006597594,0.00002955572,0.004111169,0.001241956,0.00004550434,0.0007270779,0.0004361304,0.9710824,0.02115342,0.00007077756,0.000312973,0.0001293042],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8718855,0.00125195,0.1256398,0.0000666294,0.0009633061,0.00008165541,0.000005969985,0.00004166518,0.00006352564],"genre_scores_gemma":[0.9963219,0.00009589799,0.003346371,0.00000870239,0.0001979166,0.000001504005,0.000006336395,0.00001880876,0.000002593364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.658448,"threshold_uncertainty_score":0.4920714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01522271838305124,"score_gpt":0.2429346761014532,"score_spread":0.2277119577184019,"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."}}