{"id":"W2169230786","doi":"10.1145/2714560","title":"Framing sustainability as a property of software quality","year":2015,"lang":"en","type":"article","venue":"Communications of the ACM","topic":"Green IT and Sustainability","field":"Engineering","cited_by":218,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Stiftelsen för Strategisk Forskning; Deutsche Forschungsgemeinschaft","keywords":"Framing (construction); Sustainability; Computer science; Software; Software quality; Business; Software development; Engineering; Programming language; Biology; Civil engineering; Ecology","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","open_science"],"consensus_categories":[],"category_scores_codex":[0.0009141327,0.00007981553,0.0001812056,0.00002940323,0.00007770552,0.000006896068,0.009239156,0.00005854403,0.000004932353],"category_scores_gemma":[0.04187673,0.00005121685,0.00009199911,0.0002641355,0.0003576637,0.00009213441,0.006215453,0.0001888944,0.00000216686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001858662,"about_ca_system_score_gemma":0.0002195354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008601954,"about_ca_topic_score_gemma":0.0001592351,"domain_scores_codex":[0.9990732,0.0002283918,0.0003398831,0.00007968639,0.0001551202,0.0001237398],"domain_scores_gemma":[0.9763517,0.0002979702,0.0000824592,0.02249265,0.0007255033,0.00004976247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009398994,0.000986637,0.8895924,0.002818204,0.000221384,4.334462e-7,0.0233263,0.009854747,0.001057502,0.0166284,0.01820016,0.03721984],"study_design_scores_gemma":[0.0005631503,0.00006467978,0.1692518,0.00006973327,0.00005157753,0.000002482729,0.01152189,0.002647119,0.003925573,0.7921192,0.01949133,0.000291434],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986531,0.001093795,0.0003618666,0.00776088,0.00007520997,0.0005226613,0.00001213938,0.0001352258,0.003507194],"genre_scores_gemma":[0.9854177,0.00001446921,0.01436745,0.00001203794,0.000004814734,0.00002581974,0.000003195307,0.000009954452,0.00014455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7754908,"threshold_uncertainty_score":0.9961213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06238472254005423,"score_gpt":0.3244806711102615,"score_spread":0.2620959485702073,"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."}}