{"id":"W4408109940","doi":"10.2139/ssrn.5160405","title":"The Impact of Market Competition on Firm CSR Communication","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University; MacEwan University","funders":"","keywords":"Business; Corporate social responsibility; Competition (biology); Industrial organization; Market competition; Business administration; Economics; Market economy; Public relations; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003294,0.0002040253,0.000336446,0.001175192,0.0014976,0.006264052,0.0006247259,0.00182645,0.02583812],"category_scores_gemma":[0.02542628,0.0001674254,0.0003874918,0.0009966058,0.001439022,0.002534343,0.001867557,0.001760206,0.001434526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003997255,"about_ca_system_score_gemma":0.003321623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01250996,"about_ca_topic_score_gemma":0.01831618,"domain_scores_codex":[0.9967117,0.00119247,0.0000973774,0.0002782744,0.0007466231,0.0009734997],"domain_scores_gemma":[0.9243702,0.05517236,0.007697613,0.001086584,0.005329129,0.006344127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007308436,0.006006521,0.7182112,0.0004375986,0.0004101067,0.002092306,0.01024463,0.01174149,0.01461109,0.07603192,0.01447242,0.1384323],"study_design_scores_gemma":[0.0002071824,0.001879308,0.9403341,0.0001142848,0.0002316498,0.0002165343,0.01945454,0.008699579,0.003419558,0.01484957,0.0104876,0.0001059509],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9374907,0.0002224696,0.0001809419,0.002024548,0.00003443984,0.00001510825,0.0001348072,0.00001164727,0.05988528],"genre_scores_gemma":[0.9982265,0.00003042836,0.00002053327,0.00007300171,0.0000242334,0.00000291761,0.00002691157,0.000003110618,0.001592338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02583812,"threshold_uncertainty_score":0.08643717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006757573982651081,"score_gpt":0.3117975188548334,"score_spread":0.3050399448721823,"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."}}