{"id":"W2160282202","doi":"10.1145/2413038.2413062","title":"Exploring initial challenges for green software engineering","year":2013,"lang":"en","type":"article","venue":"ACM SIGSOFT Software Engineering Notes","topic":"Green IT and Sustainability","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Breakout; Sustainability; Software; Engineering; Engineering management; Process (computing); Software engineering; Green computing; Software development; Computer science; Systems engineering; Efficient energy use; Business","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":[0.04464553,0.0009347626,0.0008251671,0.00208824,0.008823319,0.02125912,0.002650217,0.007889394,0.005727756],"category_scores_gemma":[0.03759786,0.001013537,0.001143222,0.002692717,0.01404038,0.03159353,0.01370479,0.01345233,0.001453647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009373545,"about_ca_system_score_gemma":0.01841182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003885549,"about_ca_topic_score_gemma":0.005785324,"domain_scores_codex":[0.9717705,0.01719577,0.0007646635,0.001745143,0.005389835,0.00313396],"domain_scores_gemma":[0.9576651,0.0277966,0.0009925992,0.002023,0.008445542,0.003077123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002223744,0.0004296028,0.002769502,0.001051632,0.0000401344,0.001165779,0.07398606,0.003889157,0.004986259,0.7770877,0.0307339,0.1036379],"study_design_scores_gemma":[0.00003913651,0.0002073783,0.001025584,0.001004451,0.00001621697,0.0002151443,0.1294147,0.004237609,0.002844963,0.57063,0.2902699,0.00009483151],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2680264,0.0227444,0.09570734,0.4882612,0.002662963,0.0005098013,0.0002187468,0.000488758,0.1213804],"genre_scores_gemma":[0.9027976,0.01260962,0.04923313,0.01589981,0.0005129853,0.0005742479,0.0002286469,0.0004883675,0.01765557],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04464553,"threshold_uncertainty_score":0.236111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07060960159239622,"score_gpt":0.2348167140928424,"score_spread":0.1642071125004461,"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."}}