{"id":"W1978177254","doi":"10.1109/sysose.2007.4304244","title":"Social Context Awareness in Ad Hoc System of Systems","year":2007,"lang":"en","type":"article","venue":"","topic":"Bluetooth and Wireless Communication Technologies","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Wireless ad hoc network; Vehicular ad hoc network; Computer network; Mobile ad hoc network; Asynchronous communication; Ad hoc wireless distribution service; Focus (optics); Matching (statistics); Optimized Link State Routing Protocol; Bluetooth; Distributed computing; Context (archaeology); Wireless; Network packet; Telecommunications","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":[0.0005152984,0.00006890723,0.0001896863,0.0001726765,0.0000567086,0.00003440589,0.001221658,0.0001003646,6.105595e-7],"category_scores_gemma":[0.00001683985,0.00005980027,0.00003127553,0.000459919,0.00005991427,0.0001600488,0.0002554086,0.00008992888,0.00000935621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005954074,"about_ca_system_score_gemma":0.00004880502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002207529,"about_ca_topic_score_gemma":0.0002275694,"domain_scores_codex":[0.999167,0.00004141072,0.0003270207,0.0001386982,0.000147388,0.0001785142],"domain_scores_gemma":[0.9991469,0.000103778,0.0001175702,0.0005273478,0.00008274315,0.00002162656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000005004303,0.00003335822,0.002429932,0.00007949932,0.000004947376,0.000003701648,0.000507559,0.00001212814,0.0001747875,0.9025579,0.000178279,0.09401288],"study_design_scores_gemma":[0.01092306,0.000942445,0.2286961,0.002349359,0.00003278944,0.0001714634,0.160724,0.3090865,0.196459,0.007200296,0.07964941,0.003765558],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.342578,0.003397535,0.6408417,0.0007906727,0.0003528282,0.0002902746,0.00000150771,0.0009800083,0.01076743],"genre_scores_gemma":[0.9980098,0.00002271628,0.001840537,0.00002206163,0.000007384222,0.0000097791,4.925487e-7,0.000003154614,0.00008408546],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8953576,"threshold_uncertainty_score":0.2438584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03420667188458483,"score_gpt":0.2816477177481947,"score_spread":0.2474410458636099,"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."}}