{"id":"W4239953662","doi":"10.1007/978-3-030-96507-5_6","title":"Conclusions and Future Research Directions","year":2012,"lang":"en","type":"book-chapter","venue":"Wireless networks","topic":"Software-Defined Networks and 5G","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; Memorial University of Newfoundland","funders":"","keywords":"History; Geography; Geology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007216018,0.0004319482,0.0005146481,0.0002631182,0.0009966196,0.0002780371,0.0009217605,0.0009595129,0.0001846787],"category_scores_gemma":[0.000008437969,0.0003978257,0.0001508813,0.0002615696,0.0002907604,0.0002602763,0.001434832,0.001973167,0.0001033091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009626632,"about_ca_system_score_gemma":0.0001014775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000266073,"about_ca_topic_score_gemma":0.00005378477,"domain_scores_codex":[0.997282,0.0001016122,0.0003578835,0.000798585,0.0005898121,0.0008701079],"domain_scores_gemma":[0.9973936,0.0006488615,0.0001532745,0.001125875,0.0002586402,0.0004197268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000412366,0.00001428172,0.00003475097,0.000009967563,0.00004077892,0.00001881323,0.0001186414,0.00002963349,3.494924e-7,0.5205742,0.02686456,0.4522899],"study_design_scores_gemma":[0.0001759837,0.00005375354,0.0001686724,0.0001816885,0.000026415,0.00005959987,0.000008952211,0.01027003,4.58292e-7,0.01052496,0.9780664,0.0004630313],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003454435,0.2226221,0.09520525,0.003976545,0.008775058,0.001118524,0.00003207256,0.001364842,0.6668711],"genre_scores_gemma":[0.0317385,0.2960505,0.007762588,0.001689484,0.04556665,0.0002347012,0.0001879335,0.0004795663,0.6162901],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9512019,"threshold_uncertainty_score":0.9998474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03512431511576717,"score_gpt":0.2779785759941715,"score_spread":0.2428542608784043,"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."}}