{"id":"W4404433455","doi":"10.1002/sd.3265","title":"Enhancing environmental, social, and governance, performance and reporting through integration of life cycle sustainability assessment framework","year":2024,"lang":"en","type":"article","venue":"Sustainable Development","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Canada First Research Excellence Fund","keywords":"Sustainability; Life-cycle assessment; Corporate governance; Social sustainability; Business; Environmental governance; Environmental resource management; Sustainability reporting; Environmental Sustainability Index; Process management; Environmental planning; Environmental economics; Economics; Environmental science; Ecology; Finance","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001553211,0.0003038978,0.0003841082,0.00004125917,0.0005462972,0.0001244682,0.0001302917,0.0001469086,0.0004295961],"category_scores_gemma":[0.0004321201,0.0002801642,0.00005755091,0.0002940493,0.0005476714,0.001026678,0.0006593222,0.0003401853,0.000006149596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002693163,"about_ca_system_score_gemma":0.0002434462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000345002,"about_ca_topic_score_gemma":0.00002243905,"domain_scores_codex":[0.9970708,0.00008555427,0.001062216,0.0006491574,0.0005066302,0.0006256771],"domain_scores_gemma":[0.9990657,0.0001023167,0.0004231937,0.0002458176,0.00001763996,0.000145335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001083376,0.0005135871,0.7921144,0.00412748,0.0001302045,0.0001566478,0.04960439,0.0005123948,0.003495297,0.01185551,0.0004093632,0.1369724],"study_design_scores_gemma":[0.0001757431,0.00009872045,0.9477125,0.00008164667,0.00002341673,0.00001067195,0.03175407,0.0009250485,0.003319441,0.008102814,0.007421898,0.0003740745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913826,0.0005005514,0.004606458,0.0004075957,0.00005673838,0.0006569756,0.000002885716,0.00006026265,0.002325923],"genre_scores_gemma":[0.9889997,0.0002646692,0.009084578,0.00009380026,0.0000247636,0.00008888013,0.00001039604,0.00002889674,0.001404364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1555981,"threshold_uncertainty_score":0.9999651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0118557871770844,"score_gpt":0.2814427559993591,"score_spread":0.2695869688222747,"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."}}