{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03321114,0.001249397,0.0005683865,0.006136754,0.00189278,0.009841712,0.00210193,0.001937942,0.001916785],"category_scores_gemma":[0.02247735,0.0004130156,0.0009945978,0.003623061,0.004071802,0.007865952,0.006328697,0.002248966,0.0004589125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009466249,"about_ca_system_score_gemma":0.01925649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02144146,"about_ca_topic_score_gemma":0.0202871,"domain_scores_codex":[0.9708763,0.01475118,0.001700524,0.00120305,0.009784232,0.00168475],"domain_scores_gemma":[0.9758378,0.007116268,0.002488027,0.002772759,0.01072057,0.001064608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000317235,0.0002956302,0.007828593,0.0003203727,0.00007416208,0.0001962602,0.00166116,0.0496362,0.002087225,0.8172315,0.009354671,0.1112825],"study_design_scores_gemma":[0.00003458842,0.0002700687,0.006789071,0.00155878,0.0001295824,0.0002773854,0.00456717,0.1859439,0.01354845,0.5819237,0.2047011,0.0002561052],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03999149,0.001095172,0.8028782,0.01445514,0.0002387873,0.000967934,0.0008617055,0.001052633,0.1384589],"genre_scores_gemma":[0.4974162,0.0007600091,0.4958823,0.000719859,0.00008042567,0.0006003993,0.000616877,0.0001138983,0.003810019],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03321114,"threshold_uncertainty_score":0.1756394,"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."}}