{"id":"W2146669417","doi":"10.1145/2801039","title":"Sustainability in an imaginary world","year":2015,"lang":"en","type":"article","venue":"interactions","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"The Imaginary; Sustainability; Diversity (politics); Sociology; Engineering ethics; Environmental ethics; Engineering; Psychology; Philosophy; Ecology; Anthropology; Psychoanalysis","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":[0.007275644,0.0007175697,0.0004896898,0.001940396,0.009279088,0.01864116,0.001227169,0.004799228,0.01257909],"category_scores_gemma":[0.009676027,0.000269297,0.0005410541,0.001486991,0.0342968,0.0212126,0.01105825,0.005393894,0.001557619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004294296,"about_ca_system_score_gemma":0.003151631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001334506,"about_ca_topic_score_gemma":0.001759855,"domain_scores_codex":[0.9924436,0.005845706,0.0001183105,0.0004700687,0.0007054764,0.0004168437],"domain_scores_gemma":[0.9944493,0.003724852,0.000241085,0.0005460855,0.0004198959,0.0006188295],"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":[0.00001274755,0.00001362127,0.0001787473,0.0000708021,0.000006146031,0.0001128637,0.01119358,0.0003723976,0.0001300472,0.9580386,0.01914996,0.01072054],"study_design_scores_gemma":[0.000006345129,0.00001893029,0.00008367081,0.0001758957,0.000005355383,0.0001344463,0.01779744,0.0003683823,0.0001563941,0.329955,0.6512805,0.0000175466],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03267259,0.02271481,0.04487046,0.3132838,0.01422222,0.00006413744,0.0001087029,0.0005446392,0.5715187],"genre_scores_gemma":[0.8699684,0.01276762,0.01153977,0.01914571,0.004474226,0.000278882,0.0001086421,0.0004697136,0.0812471],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01864116,"threshold_uncertainty_score":0.04208124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05495900451374264,"score_gpt":0.3256607821852473,"score_spread":0.2707017776715047,"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."}}