{"id":"W2015941169","doi":"10.1145/2597073.2597097","title":"GreenMiner: a hardware based mining software repositories software energy consumption framework","year":2014,"lang":"en","type":"article","venue":"","topic":"Green IT and Sustainability","field":"Engineering","cited_by":155,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Android (operating system); Computer science; Software; Testbed; Energy consumption; Embedded system; Power consumption; Embedded software; Operating system; Database; Software engineering; World Wide Web; Power (physics); 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001724668,0.0002563194,0.0002699926,0.00009232455,0.0001519055,0.00008591425,0.0001817645,0.0002451255,0.000335545],"category_scores_gemma":[0.0005480272,0.0002484872,0.0001112584,0.0001702834,0.00006713402,0.0001644609,0.00004158676,0.0001767487,0.00001882356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001116127,"about_ca_system_score_gemma":0.00003141234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008840033,"about_ca_topic_score_gemma":0.0001041539,"domain_scores_codex":[0.9987077,0.00005596166,0.000304563,0.0003049371,0.0002344834,0.0003923213],"domain_scores_gemma":[0.9987327,0.0003797239,0.00003806571,0.000554636,0.0001499014,0.0001449454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006324902,0.00007357611,0.8408246,0.001039868,0.0001103067,0.00004285078,0.0007974897,0.01980284,0.0001734599,0.005102633,0.02400359,0.1079655],"study_design_scores_gemma":[0.003205118,0.0006553445,0.2103186,0.0008982753,0.0003339831,0.00007604249,0.001350938,0.3390067,0.01849441,0.02103671,0.3995755,0.005048407],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1176966,0.000187002,0.8783928,0.00006825598,0.0007186509,0.00008983676,0.000007472576,0.001856594,0.0009827343],"genre_scores_gemma":[0.911177,0.000004280746,0.0874347,0.0001609514,0.0002988683,0.00004366946,0.00004657056,0.00005488002,0.0007790545],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7934804,"threshold_uncertainty_score":0.9999967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008026446724302194,"score_gpt":0.205929372294728,"score_spread":0.1979029255704258,"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."}}