{"id":"W4416444542","doi":"10.33423/jabe.v27i6.7960","title":"Beyond the Rankings: Identifying Consistency in CSR Excellence","year":2025,"lang":"","type":"article","venue":"Journal of Applied Business and Economics","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corporate social responsibility; Consistency (knowledge bases); Ranking (information retrieval); Excellence; Stakeholder; Empirical research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03753539,0.0003559425,0.0008118922,0.01057152,0.002447435,0.005495481,0.001872105,0.001040823,0.002597666],"category_scores_gemma":[0.1655626,0.000271067,0.0005473178,0.01156394,0.002901787,0.008850529,0.005854477,0.001725027,0.0005936238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002438241,"about_ca_system_score_gemma":0.002886663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006979235,"about_ca_topic_score_gemma":0.008574198,"domain_scores_codex":[0.9705952,0.0112713,0.003731272,0.003605185,0.008690987,0.002106091],"domain_scores_gemma":[0.7864164,0.0801148,0.05891337,0.02021936,0.04905073,0.005285427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002962054,0.000186363,0.887485,0.0002453565,0.0002232695,0.0001225705,0.01301583,0.001400319,0.0005336874,0.01271594,0.003865589,0.07990977],"study_design_scores_gemma":[0.00002709871,0.0005755455,0.9372846,0.0002609456,0.00007614664,0.0001418199,0.02207463,0.005859975,0.001004756,0.01898956,0.0135754,0.0001294034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9553488,0.0008010567,0.01378105,0.001805869,0.0001572546,0.0002281728,0.001022051,0.0001120299,0.02674371],"genre_scores_gemma":[0.996509,0.00007565093,0.002044927,0.00009066586,0.00004911216,0.00009014821,0.0004417596,0.00001936482,0.0006793786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03753539,"threshold_uncertainty_score":0.1985084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01774068702434274,"score_gpt":0.233972116441984,"score_spread":0.2162314294176412,"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."}}