{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008743053,0.001126094,0.0004251585,0.001230045,0.004682025,0.008306912,0.002274956,0.003047795,0.007098592],"category_scores_gemma":[0.01397734,0.0009140382,0.001062224,0.0009347875,0.01572454,0.01193633,0.006895451,0.002237474,0.001446074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001981196,"about_ca_system_score_gemma":0.004217201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00159472,"about_ca_topic_score_gemma":0.003804608,"domain_scores_codex":[0.9935561,0.004058438,0.0002245657,0.0005859557,0.001088652,0.0004862188],"domain_scores_gemma":[0.9940856,0.003308943,0.0003786097,0.001253549,0.0005979764,0.0003753808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001550787,0.0002650318,0.003470343,0.001761224,0.00004989131,0.0009291455,0.1139568,0.01046007,0.01789061,0.5921555,0.01583539,0.243071],"study_design_scores_gemma":[0.00003703567,0.0003020946,0.001387574,0.001068566,0.00008338733,0.001079976,0.05319432,0.01051678,0.02017364,0.3088961,0.6031278,0.0001327849],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04410087,0.001887063,0.7970479,0.005854043,0.0005306498,0.0004320889,0.00005584741,0.001683964,0.1484076],"genre_scores_gemma":[0.4979555,0.00247103,0.4510947,0.001751228,0.0000763631,0.0007007422,0.0001461678,0.0009852482,0.04481902],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008743053,"threshold_uncertainty_score":0.04623818,"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."}}