{"id":"W1993367618","doi":"10.1115/detc2011-48618","title":"Encouraging Environmentally Conscious Behaviour Through Product Design: The Principle of Discretization","year":2011,"lang":"en","type":"article","venue":"","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Discretization; Consumption (sociology); Product (mathematics); Resource (disambiguation); Population; Computer science; Environmentally friendly; Product design; Discretization of continuous features; Resource consumption; Risk analysis (engineering); Environmental economics; Business; Mathematics; Ecology; Discretization error; Sociology; Economics; Social science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01036659,0.0008156516,0.0004455349,0.0009298251,0.0008750766,0.002488146,0.001371684,0.001297451,0.002405274],"category_scores_gemma":[0.0151246,0.0005931084,0.0007128722,0.0005223388,0.005310747,0.001910418,0.002302636,0.001248169,0.0004521857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001091214,"about_ca_system_score_gemma":0.001729974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005990723,"about_ca_topic_score_gemma":0.001247724,"domain_scores_codex":[0.9898011,0.006959339,0.0003626577,0.0006870632,0.001994253,0.0001956064],"domain_scores_gemma":[0.9880031,0.008197084,0.0007607194,0.002012388,0.0008123836,0.0002142674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005521312,0.001523749,0.01812472,0.00461278,0.0002708313,0.0004816896,0.04469968,0.03401801,0.06287152,0.3858747,0.003871133,0.443099],"study_design_scores_gemma":[0.001092643,0.006360667,0.01590977,0.002462788,0.0004396686,0.001906914,0.01124792,0.1091716,0.06489281,0.5587831,0.2272953,0.0004368257],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07496238,0.0004711769,0.8957674,0.00159761,0.00005933281,0.001226092,0.00005537313,0.0003055315,0.0255551],"genre_scores_gemma":[0.2684593,0.0002364621,0.7260215,0.0003341769,0.00001407662,0.001566281,0.00003164612,0.00006236364,0.003274241],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01036659,"threshold_uncertainty_score":0.05482441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0277116594777625,"score_gpt":0.2564204904874257,"score_spread":0.2287088310096632,"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."}}