{"id":"W2101465865","doi":"10.3390/su1030441","title":"Linkage-Based Frameworks for Sustainability Assessment: Making a Case for Driving Force-Pressure-State-Exposure-Effect-Action (DPSEEA) Frameworks","year":2009,"lang":"en","type":"article","venue":"Sustainability","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Linkage (software); Sustainability; Conceptual framework; Process management; Action (physics); Sustainable development; Institution; Risk analysis (engineering); Management science; Computer science; Business; Engineering; Political science; Sociology","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","sts"],"consensus_categories":[],"category_scores_codex":[0.002576143,0.0006535365,0.000716356,0.00009168126,0.00133399,0.0002817617,0.0004663665,0.001195401,0.0002714985],"category_scores_gemma":[0.002704162,0.0006438699,0.0006047997,0.0004462564,0.0005050777,0.0008456043,0.0002161271,0.001521143,0.00000376847],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006354836,"about_ca_system_score_gemma":0.0002693521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002303334,"about_ca_topic_score_gemma":0.0001580151,"domain_scores_codex":[0.9952607,0.0005200009,0.0008013416,0.001271436,0.0006259041,0.00152069],"domain_scores_gemma":[0.9966013,0.001353506,0.0004168483,0.001025039,0.0002220855,0.0003811995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001249716,0.002292706,0.7096457,0.001590507,0.0001514763,0.0002058274,0.002028696,0.05721378,0.0004953294,0.001222007,0.0006389069,0.2232653],"study_design_scores_gemma":[0.004746723,0.005003373,0.5173846,0.0001131448,0.0004523326,0.00003916548,0.004382981,0.08029553,0.001075367,0.3784049,0.00618944,0.001912392],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6593859,0.00003809083,0.331461,0.002376349,0.0002874426,0.005836709,0.00005656086,0.0002099556,0.000347957],"genre_scores_gemma":[0.9887363,0.000002987297,0.008502044,0.0008821088,0.0001782426,0.001067297,0.00005599896,0.00006637092,0.000508667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3771829,"threshold_uncertainty_score":0.9999661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00979565696615623,"score_gpt":0.3428737090032665,"score_spread":0.3330780520371102,"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."}}