{"id":"W2282534507","doi":"10.1109/igcc.2015.7393719","title":"A system-call based model of software energy consumption without hardware instrumentation","year":2015,"lang":"en","type":"article","venue":"","topic":"Green IT and Sustainability","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Energy consumption; Computer science; Profiling (computer programming); Software; Embedded system; Instrumentation (computer programming); Idle; Software system; Android (operating system); Real-time computing; Operating system; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.000105868,0.00008621626,0.0001310754,0.00005540085,0.00001406479,0.000009864068,0.00005626909,0.00005883944,0.00001375812],"category_scores_gemma":[0.00002091991,0.00008090235,0.0000329366,0.00005270498,0.00002059461,0.0001131679,0.00001047629,0.00003485888,0.000004493329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001916923,"about_ca_system_score_gemma":0.0000561592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000153246,"about_ca_topic_score_gemma":0.0001462822,"domain_scores_codex":[0.9994462,0.00001950627,0.0001814518,0.00009288584,0.0001484502,0.0001115707],"domain_scores_gemma":[0.9995945,0.00001184718,0.00002341952,0.0001564495,0.0001386118,0.00007518959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004971001,0.0000328939,0.08876837,0.001087275,0.00002746847,0.00000136225,0.0003478253,0.9009266,0.0005313979,0.002421979,0.0009336971,0.004871452],"study_design_scores_gemma":[0.0005476633,0.00001983579,0.0007360353,0.00002447556,0.00001263094,7.822405e-7,0.0002535576,0.9952766,0.002842649,0.0001375705,0.00005469691,0.00009346196],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3932231,0.00002299431,0.6051192,0.000007779418,0.00006748875,0.00008092417,0.00001195669,0.0002976652,0.001168868],"genre_scores_gemma":[0.9916336,8.595505e-7,0.008135787,0.0000134789,0.000009111533,0.00002061437,0.00003067495,0.00001340449,0.0001424672],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5984105,"threshold_uncertainty_score":0.3299102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02552515758201424,"score_gpt":0.2260560887572763,"score_spread":0.2005309311752621,"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."}}