{"id":"W4408029006","doi":"10.1007/978-3-031-81029-9_1","title":"Assessment of Social Sustainability Management in Various Industrial Sectors","year":2025,"lang":"en","type":"book-chapter","venue":"Environmental footprints and eco-design of products and processes","topic":"Environmental Sustainability in Business","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Greenfield Research (Canada)","funders":"","keywords":"Sustainability; Business; Environmental planning; Environmental resource management; Natural resource economics; Environmental science; Economics; Ecology; Biology","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":[0.0006705988,0.0005196221,0.000762987,0.0004101586,0.0001545454,0.00007312997,0.0002680839,0.0003027722,0.0002669479],"category_scores_gemma":[0.00008169574,0.0005180186,0.00005859738,0.0001595871,0.0006430816,0.0003625306,0.0008699918,0.0003437212,0.000001835033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003190771,"about_ca_system_score_gemma":0.0001077065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000115905,"about_ca_topic_score_gemma":0.00001074797,"domain_scores_codex":[0.9975476,0.00002280652,0.000778473,0.0008938343,0.0004190229,0.0003382426],"domain_scores_gemma":[0.9989104,0.00007616859,0.0006026957,0.0003317117,0.00005842173,0.00002065673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001640901,0.004396722,0.2820443,0.1113842,0.001585655,0.0001920425,0.001313702,0.00112352,0.0008957561,0.3071533,0.001916994,0.2863529],"study_design_scores_gemma":[0.006837013,0.0004830482,0.609565,0.001626194,0.001602365,0.00001169807,0.002869756,0.0002268913,0.0008066309,0.1724361,0.1999626,0.003572574],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6670538,0.005164533,0.001354972,0.004285665,0.001358752,0.02003525,0.000255731,0.0002256151,0.3002657],"genre_scores_gemma":[0.9815487,0.0008173219,0.0004816938,0.00007221127,0.0002638902,0.00006486094,0.00006534855,0.00006002058,0.01662593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3275208,"threshold_uncertainty_score":0.9997271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01605460763764011,"score_gpt":0.2230609277972329,"score_spread":0.2070063201595928,"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."}}