{"id":"W4408923797","doi":"10.2139/ssrn.5179964","title":"The (Un)Intended Effects of Supply Chain Transparency on Media-Reported Environmental Incidents","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Transparency (behavior); Supply chain; Business; Computer science; Computer security; Marketing","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003575752,0.000225072,0.0003517881,0.0001014007,0.001161243,0.0000502828,0.001320772,0.0002235587,0.00002545576],"category_scores_gemma":[0.000659063,0.0001705354,0.0002743777,0.0001294175,0.0003414759,0.00004425214,0.0002565606,0.003162001,0.000004869709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001419068,"about_ca_system_score_gemma":0.002506472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008881398,"about_ca_topic_score_gemma":0.01364604,"domain_scores_codex":[0.9961127,0.0007528908,0.0005830116,0.000249297,0.0009076793,0.001394429],"domain_scores_gemma":[0.9978384,0.0008166721,0.0006652211,0.0005276149,0.00005988469,0.00009219815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004191973,0.0008873626,0.009374632,0.0001378498,0.003725773,0.0000230734,0.07201501,0.00005510718,0.0003046998,0.4011932,0.0006539018,0.5112102],"study_design_scores_gemma":[0.002171682,0.0006316776,0.01842687,0.001000424,0.0007461797,0.00002230984,0.0525158,0.00005935039,0.0007460481,0.9113093,0.01163854,0.0007318138],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8987663,0.06183269,0.001058629,0.01845402,0.005471132,0.002119861,0.00004414081,0.00008049107,0.01217276],"genre_scores_gemma":[0.8000836,0.1987031,0.00001314014,0.00004902635,0.0002190088,0.00005176573,0.00001783933,0.000009478899,0.0008530393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5104784,"threshold_uncertainty_score":0.9991378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01085903422189105,"score_gpt":0.2740567519806171,"score_spread":0.263197717758726,"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."}}