{"id":"W4206991310","doi":"10.1109/tits.2022.3140903","title":"Software Escalation Prediction Based on Deep Learning in the Cognitive Internet of Vehicles","year":2022,"lang":"en","type":"article","venue":"IEEE Transactions on Intelligent Transportation Systems","topic":"Advanced Decision-Making Techniques","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"National Natural Science Foundation of China","keywords":"The Internet; Computer science; Cognition; Deep learning; Artificial intelligence; Software; World Wide Web; Psychology; Operating system; Neuroscience","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":[0.0007529802,0.0001751794,0.0002027876,0.0005572405,0.0002208974,0.00004941755,0.0004925481,0.00006614486,0.00002990691],"category_scores_gemma":[0.00001993121,0.0001577909,0.000130491,0.0008996768,0.00003945949,0.0002729538,0.000001002878,0.0005376582,0.000007316924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001646518,"about_ca_system_score_gemma":0.00004234631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008542954,"about_ca_topic_score_gemma":0.00003863193,"domain_scores_codex":[0.9973979,0.000446784,0.0006910953,0.0004090378,0.0008845076,0.0001706542],"domain_scores_gemma":[0.9982378,0.001001541,0.0002678633,0.0003134519,0.0001457929,0.00003348837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000144991,0.0003078023,0.0006656909,0.00002653832,0.00001478045,0.00001026624,0.003931151,0.9338553,0.00009261537,0.0008766949,0.0000120379,0.06006214],"study_design_scores_gemma":[0.000575606,0.001381496,0.004767533,0.0004157826,0.00003459724,0.00001056192,0.002571387,0.9747029,0.01406282,0.0006301461,0.0005741781,0.0002729958],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02636484,0.00003360862,0.9718551,0.0000565463,0.0005673051,0.0007094831,0.00005334581,0.0003046517,0.00005512229],"genre_scores_gemma":[0.9958528,0.00001127253,0.003412547,0.00009210953,0.00001157271,0.0005240792,0.00003628033,0.00001869396,0.00004060913],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.969488,"threshold_uncertainty_score":0.6434525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02387617549166385,"score_gpt":0.271637403482846,"score_spread":0.2477612279911822,"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."}}