{"id":"W2287205622","doi":"10.1109/cscn.2015.7390416","title":"Agile resource management for 5G: A METIS-II perspective","year":2015,"lang":"en","type":"article","venue":"","topic":"Satellite Communication Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metis; Agile software development; Computer science; Context (archaeology); Resource management (computing); Resource (disambiguation); Systems engineering; Telecommunications; Computer network; Engineering; Software engineering; Database; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0002212425,0.00007510238,0.00009103996,0.00006332918,0.00003647593,0.00002065163,0.000214878,0.00002855196,0.00002834943],"category_scores_gemma":[0.00001706607,0.00007197264,0.0000353453,0.0001167846,0.00001034205,0.00005019191,0.0000416671,0.00003963216,0.0001118449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001814794,"about_ca_system_score_gemma":0.000003649769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000261672,"about_ca_topic_score_gemma":0.00001258805,"domain_scores_codex":[0.9995328,0.00001899255,0.0001225515,0.00009944796,0.0001018953,0.0001243744],"domain_scores_gemma":[0.9993558,0.00003897324,0.00001319668,0.0004498066,0.00007833046,0.00006387895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007082256,0.0001521045,0.000320751,0.0003370544,0.0008486373,0.00000734305,0.03611164,0.02093419,0.000697209,0.4079762,0.4994503,0.03309384],"study_design_scores_gemma":[0.0003694222,0.00002362408,0.00007014166,0.00001240121,0.000008926751,0.000002358624,0.00998802,0.005376302,0.0009023176,0.0009233301,0.98221,0.0001131103],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001580679,0.00280584,0.01184137,0.0003345286,0.0001427529,0.0005250197,0.000003364162,0.0005613129,0.9822052],"genre_scores_gemma":[0.9627071,0.00008192104,0.01542204,0.0001067879,0.00009454881,0.0002769867,0.00001131264,0.00005128848,0.02124801],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9611264,"threshold_uncertainty_score":0.2934959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05735108093180812,"score_gpt":0.2813828156490321,"score_spread":0.224031734717224,"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."}}