{"id":"W2054850642","doi":"10.3390/su6095512","title":"Sustainability Assessment and Indicators: Tools in a Decision-Making Strategy for Sustainable Development","year":2014,"lang":"en","type":"article","venue":"Sustainability","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":479,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Vlaamse Interuniversitaire Raad; Belgisch Ontwikkelingsagentschap","keywords":"Sustainability; Structuring; Sustainable development; Sustainability organizations; Context (archaeology); Sustainability science; Process management; Management science; Social sustainability; Business; Environmental resource management; Engineering; Political science; Economics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003002044,0.0003254328,0.0004059114,0.0001315303,0.0004997553,0.0001964329,0.0003224415,0.0001789976,0.000251573],"category_scores_gemma":[0.002110431,0.0003101394,0.00008414099,0.0005100665,0.0004647943,0.0009122972,0.0006984734,0.0002646656,0.00000432294],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01036777,"about_ca_system_score_gemma":0.0005062481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003263552,"about_ca_topic_score_gemma":0.0002573184,"domain_scores_codex":[0.996765,0.0002652371,0.0006105443,0.0008162546,0.0004747461,0.001068212],"domain_scores_gemma":[0.9982807,0.0007756077,0.0001606649,0.0004574867,0.00008388948,0.0002416279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008111997,0.000431413,0.7123609,0.0002162531,0.000009203978,0.00001258012,0.001100203,0.0009255985,0.00000618455,0.004722638,0.00009956274,0.2800344],"study_design_scores_gemma":[0.0006857978,0.0001874971,0.8250366,0.00001391367,0.000008817163,0.000001058174,0.009119094,0.0004562952,0.00002400375,0.1580365,0.006113437,0.0003169159],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815933,0.00001691892,0.01291985,0.0003844847,0.00003237338,0.002262859,0.000003298868,0.00004749471,0.002739448],"genre_scores_gemma":[0.9942902,0.000003146638,0.004707943,0.0001283266,0.00002655805,0.0004822129,0.000009332734,0.00002599703,0.0003262565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2797174,"threshold_uncertainty_score":0.9999351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0120124994362702,"score_gpt":0.3346923435633767,"score_spread":0.3226798441271065,"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."}}