{"id":"W4396833453","doi":"10.1145/3613905.3636300","title":"Sustainable Unmaking: Designing for Biodegradation, Decay, and Disassembly","year":2024,"lang":"en","type":"article","venue":"","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Simon Fraser University","funders":"","keywords":"Obsolescence; Sustainability; Reuse; Engineering ethics; Process (computing); Sociology; Computer science; Environmental ethics; Business; Engineering; Ecology; Philosophy","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":[0.000282706,0.00008478481,0.00006928133,0.0002729956,0.0001776765,0.0004163543,0.0002154377,0.00005614606,0.000006111889],"category_scores_gemma":[0.00006007322,0.00007344475,0.00001948568,0.0004930784,0.00003857061,0.001050238,0.0001200078,0.00008217602,0.00001358463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007172012,"about_ca_system_score_gemma":0.00005191061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001629269,"about_ca_topic_score_gemma":0.000006081743,"domain_scores_codex":[0.9992681,0.00001411124,0.0001318393,0.0003029301,0.00006886949,0.0002141765],"domain_scores_gemma":[0.9994383,0.0001687803,0.00002763348,0.0001691508,0.0001799931,0.00001614667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00000165585,0.000006719413,0.00004013756,0.00003591411,0.00001302494,0.000008442163,0.0002892316,0.000001844505,0.0068589,0.9779735,0.003956267,0.01081436],"study_design_scores_gemma":[0.0003423444,0.000311645,0.0002648099,0.00009747154,0.00001841659,0.0001273813,0.001939713,0.1284084,0.4756494,0.2634167,0.1289616,0.0004621099],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01276093,0.0001268785,0.9799739,0.002651022,0.0002327309,0.0002074069,3.523268e-7,0.0005670033,0.003479754],"genre_scores_gemma":[0.8981641,0.000002556449,0.09536277,0.0001569971,0.00003306484,0.0000576744,0.000002403925,0.000008418263,0.006212042],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8854032,"threshold_uncertainty_score":0.4014914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02220577672991532,"score_gpt":0.302562029636231,"score_spread":0.2803562529063157,"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."}}