{"id":"W2962758456","doi":"10.1145/3211852.3211861","title":"ex uno pluria","year":2018,"lang":"en","type":"article","venue":"ACM SIGCOMM Computer Communication Review","topic":"Software-Defined Networks and 5G","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Computer science; The Internet; Fragmentation (computing); Service (business); Telecommunications; World Wide Web; Business; Marketing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001647004,0.0008038354,0.0006208855,0.001959475,0.003102887,0.008468999,0.001049551,0.001901283,0.2704669],"category_scores_gemma":[0.005701278,0.0003016286,0.0004424268,0.002623486,0.002142175,0.005215978,0.004554369,0.002818127,0.1631257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002272493,"about_ca_system_score_gemma":0.002224547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002261774,"about_ca_topic_score_gemma":0.002537715,"domain_scores_codex":[0.9985096,0.0003321959,0.00009415017,0.000352339,0.0004600955,0.0002516487],"domain_scores_gemma":[0.998078,0.0003493211,0.0002015853,0.000408207,0.0006044605,0.0003585137],"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":[0.000101323,0.00003644059,0.0007013067,0.0004092658,0.00001476796,0.0003391048,0.001304449,0.0001004734,0.0009741791,0.2840149,0.5125058,0.199498],"study_design_scores_gemma":[0.000001501255,0.000004328891,0.0001190974,0.00006017437,0.000001194361,0.00008207254,0.0001101383,0.00002007269,0.00009463109,0.001823455,0.997681,0.000002363244],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002051154,0.01585918,0.002167191,0.01453601,0.01596437,0.00007708037,0.0006928929,0.0003401492,0.948312],"genre_scores_gemma":[0.01823168,0.009493371,0.001325656,0.003214649,0.004652373,0.0001372357,0.00079224,0.0003219408,0.9618308],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2704669,"threshold_uncertainty_score":0.9048019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02961215164233232,"score_gpt":0.2912080531162444,"score_spread":0.2615959014739121,"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."}}