{"id":"W4392593558","doi":"10.1145/3649597","title":"Lessons Learned from Developing a Sustainability Awareness Framework for Software Engineering Using Design Science","year":2024,"lang":"en","type":"article","venue":"ACM Transactions on Software Engineering and Methodology","topic":"Green IT and Sustainability","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vector Institute","funders":"Engineering and Physical Sciences Research Council","keywords":"Sustainability; Computer science; Process (computing); Work (physics); Process management; Engineering management; Sustainable development; Knowledge management; Management science; Risk analysis (engineering); Software engineering; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001747523,0.0004481612,0.0005336754,0.0005897655,0.0003619496,0.000165965,0.0004131527,0.0003688833,0.0000121975],"category_scores_gemma":[0.008822516,0.0004846108,0.0001584452,0.000976762,0.0001532696,0.0003420686,0.00003084868,0.0007205395,0.000001523562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007729075,"about_ca_system_score_gemma":0.0004975309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008540347,"about_ca_topic_score_gemma":0.000004746409,"domain_scores_codex":[0.9976339,0.0001052236,0.0004027219,0.0008105474,0.0002056909,0.0008419428],"domain_scores_gemma":[0.9903153,0.008547464,0.00002391955,0.0006702606,0.0002288678,0.0002142345],"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":[0.0000359572,0.0000160865,0.0001450147,0.001082772,0.0001356317,0.00001545503,0.001071176,0.8882631,0.001494821,0.002044734,0.000003319103,0.1056919],"study_design_scores_gemma":[0.0005752236,0.0001796606,0.002253466,0.0007418242,0.0003284405,0.00006990538,0.0008223039,0.8906966,0.02825473,0.0717225,0.002728819,0.001626508],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0978571,0.0009869417,0.8969231,0.000209376,0.001549691,0.0004657871,0.00005946188,0.001948326,2.201379e-7],"genre_scores_gemma":[0.2706628,0.00007423461,0.7288886,0.00001552778,0.00008775531,0.000164573,0.000005226823,0.00009326706,0.00000798351],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1728057,"threshold_uncertainty_score":0.9997606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2091774411769321,"score_gpt":0.3891359730043475,"score_spread":0.1799585318274154,"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."}}