{"id":"W4395009410","doi":"10.21203/rs.3.rs-4286347/v1","title":"Exploring the Role of Governance Mechanisms in Promoting Sustainability Across Supply Chains","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Sustainability; Corporate governance; Supply chain; Business; Environmental economics; Industrial organization; Economics; Marketing; Finance; Ecology","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","scholarly_communication","open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01119076,0.0004959364,0.0005967211,0.000722328,0.000429867,0.001187544,0.001960637,0.0001998867,0.0001003966],"category_scores_gemma":[0.003070535,0.0004084742,0.0002938999,0.002734025,0.0003147013,0.0007404425,0.01673601,0.002907309,0.0000778855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001728672,"about_ca_system_score_gemma":0.0004286574,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01524988,"about_ca_topic_score_gemma":0.001759034,"domain_scores_codex":[0.993546,0.0002474205,0.0008276863,0.00128468,0.002237387,0.001856839],"domain_scores_gemma":[0.9959822,0.0004080528,0.0003311279,0.001622189,0.001622233,0.00003414778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002101703,0.0005900393,0.02061864,0.06513076,0.0001841203,0.0005621938,0.0119317,0.007562625,0.000231402,0.793251,0.0006725182,0.09905478],"study_design_scores_gemma":[0.0004455778,0.00004373186,0.03655123,0.003186738,0.00003656239,9.264186e-7,0.1376937,0.04196611,0.0006446709,0.7586726,0.02009261,0.0006655395],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748654,0.001775512,0.0001009925,0.01016951,0.0006947349,0.006441631,0.00006120081,0.000267718,0.00562331],"genre_scores_gemma":[0.9951251,0.0001495319,0.00005678814,0.00005225735,0.0009088675,0.002748963,0.00004825322,0.000131265,0.0007789791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.125762,"threshold_uncertainty_score":0.9998493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05394549696614011,"score_gpt":0.3359096604150779,"score_spread":0.2819641634489378,"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."}}