{"id":"W2020636260","doi":"10.1016/s0040-1625(02)00181-6","title":"The role of forecasting in sustainability","year":2002,"lang":"en","type":"article","venue":"Technological Forecasting and Social Change","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Sustainability; Reuse; CRTS; Supply chain; Environmental economics; Durable good; Business; Economics; Risk analysis (engineering); Computer science; Marketing; Waste management; Engineering; Microeconomics","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":[0.0006192231,0.0000915347,0.0001335807,0.00003323334,0.0002991885,0.00001898384,0.0001863114,0.0001223816,0.00003053692],"category_scores_gemma":[0.0002971753,0.0000621247,0.00003657645,0.0002768846,0.0005523918,0.00006189231,0.0003217314,0.0001850472,0.000002003765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007126742,"about_ca_system_score_gemma":5.588436e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002280863,"about_ca_topic_score_gemma":0.00007314518,"domain_scores_codex":[0.999156,0.00004389528,0.0001943689,0.0001907606,0.0001343705,0.0002806119],"domain_scores_gemma":[0.9996679,0.0001243149,0.00008329637,0.00009992525,0.000007870546,0.00001671496],"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":[0.000003925484,0.00003367065,0.06988797,0.00000956085,0.000001559103,0.000002970496,0.0008026018,0.000001704988,0.00002861501,0.003415919,0.0000312282,0.9257803],"study_design_scores_gemma":[0.0008845591,0.0007904618,0.1078128,0.0001278972,0.00003642427,0.00002491211,0.02133562,0.1949609,0.00161017,0.6163264,0.05509024,0.0009996138],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884933,0.0002139181,0.00003756784,0.0009617509,0.00001129694,0.0002769275,9.392904e-7,0.0001608197,0.009843535],"genre_scores_gemma":[0.999493,0.00005807733,0.0002541697,0.00002229489,0.00002154109,0.00006214211,3.999928e-7,0.000005470067,0.00008289508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9247807,"threshold_uncertainty_score":0.2533372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06903980366424739,"score_gpt":0.2461820036495785,"score_spread":0.1771421999853311,"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."}}