{"id":"W4404418739","doi":"10.1002/gsj.1515","title":"Beacons not burdens: Business groups and corporate social performance around the world","year":2024,"lang":"en","type":"article","venue":"Global Strategy Journal","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"University of Exeter","keywords":"Beacon; Business; Corporate social responsibility; Business administration; Telecommunications; Political science; Engineering; Public relations","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":[0.001680648,0.0001841575,0.0003132017,0.002260341,0.0009596088,0.002938753,0.0004213451,0.0004771324,0.006982153],"category_scores_gemma":[0.008522767,0.00009965806,0.0001960693,0.004837213,0.001553503,0.002179559,0.002614049,0.0008705097,0.0007463842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000876167,"about_ca_system_score_gemma":0.0005642279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005528279,"about_ca_topic_score_gemma":0.008288788,"domain_scores_codex":[0.9985877,0.0005208919,0.00009727288,0.0002026283,0.0003249506,0.0002665037],"domain_scores_gemma":[0.9790132,0.002775453,0.01219198,0.0007354631,0.001189264,0.00409472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004527819,0.00008568462,0.9682987,0.00006337806,0.00009892213,0.00007589506,0.002334036,0.0003256189,0.00008584566,0.003452618,0.003927678,0.02120641],"study_design_scores_gemma":[0.000005036272,0.00005383265,0.9853423,0.00006089826,0.00001945558,0.0000289745,0.006496604,0.0003510611,0.0000525113,0.001918776,0.005658932,0.00001160237],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803224,0.0008962071,0.0004282672,0.00278129,0.00005055023,0.00001593768,0.0006951496,0.00001414364,0.01479601],"genre_scores_gemma":[0.9986525,0.0002453286,0.00007221987,0.0000926701,0.00004997146,0.000007623099,0.0003197702,0.000004844977,0.0005550005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006982153,"threshold_uncertainty_score":0.02335763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04952516834075053,"score_gpt":0.2740336405929241,"score_spread":0.2245084722521736,"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."}}