{"id":"W2498427747","doi":"","title":"Ad-Hoc, Mobile, and Wireless Networks: 5th International Conference, ADHOC-NOW 2006, Ottawa, Canada, August 17-19, 2006 Proceedings (Lecture Notes in Computer Science)","year":2007,"lang":"en","type":"book","venue":"Springer eBooks","topic":"Mobile Agent-Based Network Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Wireless ad hoc network; Computer science; Mobile ad hoc network; Wireless; Library science; Telecommunications; Computer network","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001279116,0.000907108,0.0007787186,0.001070002,0.0003095881,0.0009697751,0.003217601,0.0004273861,0.00009853206],"category_scores_gemma":[0.00001576834,0.0009345214,0.0001251371,0.0004556179,0.0006460262,0.0003730943,0.002048583,0.001194923,0.00001348882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002125386,"about_ca_system_score_gemma":0.003248252,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008646316,"about_ca_topic_score_gemma":0.1829126,"domain_scores_codex":[0.9938512,0.00003540818,0.0009620274,0.002071539,0.001690474,0.001389338],"domain_scores_gemma":[0.9972631,0.0001603078,0.0006282906,0.0008696854,0.0005395001,0.0005391104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008409625,0.0001446298,0.002753249,0.0004471658,0.0003308603,0.0008279642,0.000827082,0.02165558,0.00005327945,0.04207281,0.2170703,0.713733],"study_design_scores_gemma":[0.001607004,0.000267378,0.00257931,0.001415391,0.00007612561,0.00005531134,0.0000153223,0.353353,0.0001720359,0.003129379,0.6348898,0.002439859],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.004956166,0.002446075,0.5922423,0.0004212021,0.006097021,0.004412005,0.00007063075,0.0006419093,0.3887127],"genre_scores_gemma":[0.4265692,0.001227038,0.07243315,0.01503433,0.007935451,0.001416286,0.0002490756,0.0006981988,0.4744373],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7112932,"threshold_uncertainty_score":0.9993106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01064718139945009,"score_gpt":0.2246752019125376,"score_spread":0.2140280205130875,"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."}}