{"id":"W4231461540","doi":"10.1145/2377677.2377719","title":"It's not easy being green","year":2012,"lang":"en","type":"article","venue":"ACM SIGCOMM Computer Communication Review","topic":"Caching and Content Delivery","field":"Computer Science","cited_by":158,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Hewlett-Packard Development Company","keywords":"Carbon footprint; Computer science; Software deployment; Electricity; Upgrade; Latency (audio); The Internet; Computer network; Workload; Environmental economics; Greenhouse gas; Telecommunications; Operating system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002708771,0.000598535,0.0005933928,0.000710188,0.005760552,0.007585906,0.001044439,0.003648909,0.02192773],"category_scores_gemma":[0.007972219,0.0003311476,0.0006101208,0.0008918071,0.006301751,0.01307443,0.003129851,0.006992374,0.01059611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00245935,"about_ca_system_score_gemma":0.003481278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005642823,"about_ca_topic_score_gemma":0.009056946,"domain_scores_codex":[0.9979333,0.0005567996,0.00005835243,0.0003813053,0.0006628053,0.0004073577],"domain_scores_gemma":[0.9948022,0.001163768,0.0003885942,0.001032565,0.001639661,0.0009732433],"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":[0.0001615121,0.0002262806,0.002988807,0.0003471966,0.00009136939,0.0004306779,0.002713608,0.0008697804,0.002803465,0.2857084,0.5626079,0.141051],"study_design_scores_gemma":[0.00001894346,0.0000586693,0.0008893029,0.0001965602,0.00002026152,0.0002080059,0.002957777,0.0003783652,0.0008352717,0.08161397,0.9127868,0.00003600079],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02948495,0.01204676,0.02036612,0.5739395,0.01913908,0.0001015365,0.0006332418,0.001422171,0.3428666],"genre_scores_gemma":[0.3988996,0.01933227,0.01948402,0.2081771,0.003941316,0.0001456035,0.000702652,0.001540112,0.3477774],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02192773,"threshold_uncertainty_score":0.07335562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05759352750242262,"score_gpt":0.2957854328125534,"score_spread":0.2381919053101308,"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."}}