{"id":"W4389623701","doi":"10.1287/deca.2023.intro.v20.n4","title":"Decision Analysis to Advance Environmental Sustainability","year":2023,"lang":"en","type":"article","venue":"Decision Analysis","topic":"Economic and Environmental Valuation","field":"Economics, Econometrics and Finance","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Sustainability; Decision analysis; Sustainability science; Scope (computer science); Sustainability organizations; Status quo; Decision support system; Environmental resource management; Risk analysis (engineering); Management science; Business; Computer science; Environmental planning; Environmental economics; Economics; Ecology; Environmental science","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":[0.0301892,0.001899036,0.00146212,0.003269464,0.002431404,0.01393384,0.002604207,0.004592279,0.01195172],"category_scores_gemma":[0.04187422,0.0006149181,0.001713377,0.003570653,0.01254515,0.01197918,0.005672533,0.008321868,0.001957712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008846987,"about_ca_system_score_gemma":0.009329318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002918121,"about_ca_topic_score_gemma":0.00282159,"domain_scores_codex":[0.9693424,0.02139849,0.001194086,0.001464234,0.005450268,0.001150499],"domain_scores_gemma":[0.952789,0.03862024,0.001791306,0.001803788,0.003936843,0.001058847],"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":[0.00002611191,0.00005145069,0.0002940607,0.0004137057,0.00006629783,0.0000790525,0.0003819304,0.02164098,0.0001384145,0.8960771,0.02926973,0.05156117],"study_design_scores_gemma":[0.00001401086,0.00001156978,0.00008035704,0.0003925215,0.00001538698,0.00002123146,0.000238921,0.01455692,0.0002197771,0.8790855,0.1053383,0.00002551243],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008647213,0.02998456,0.5696028,0.1242002,0.008678909,0.0005987987,0.0005970115,0.000584855,0.2571057],"genre_scores_gemma":[0.4710404,0.06550908,0.410048,0.01243097,0.007644087,0.001042676,0.0008453692,0.0006541368,0.03078539],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0301892,"threshold_uncertainty_score":0.1596577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03707153982529466,"score_gpt":0.2581202507130723,"score_spread":0.2210487108877776,"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."}}