{"id":"W4416616447","doi":"10.4236/ojbm.2025.136227","title":"Board Diversity, Strategic Innovation, and Corporate Performance","year":2025,"lang":"","type":"article","venue":"Open Journal of Business and Management","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Absorptive capacity; Affect (linguistics); Work (physics); Corporate governance; Exploratory research; Empirical research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003011828,0.0002322537,0.0002097762,0.001676577,0.001226468,0.002868745,0.0002715367,0.0005439838,0.003535622],"category_scores_gemma":[0.01319829,0.00006135489,0.0001837071,0.001454317,0.002305942,0.001944661,0.003024056,0.0006569054,0.0002566827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001297837,"about_ca_system_score_gemma":0.0009758543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001781745,"about_ca_topic_score_gemma":0.002414129,"domain_scores_codex":[0.9977257,0.000935357,0.00009047476,0.0002093327,0.000502378,0.0005367209],"domain_scores_gemma":[0.9794319,0.008710939,0.00624937,0.000513292,0.001160723,0.003933899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001770451,0.000419832,0.8848574,0.0001095152,0.000102262,0.0002884742,0.007234961,0.001907889,0.0009774157,0.02435773,0.001046801,0.07852065],"study_design_scores_gemma":[0.00002010028,0.0003633594,0.9512345,0.0001745431,0.00005161488,0.0002919462,0.01329608,0.001156936,0.0007057391,0.02425873,0.008412555,0.00003385454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651933,0.001283337,0.000977913,0.0009905237,0.00003298178,0.00001294005,0.00003791209,0.000006399575,0.0314647],"genre_scores_gemma":[0.9993543,0.0001293704,0.00007053901,0.00003706306,0.00002148391,0.000002521663,0.00001105606,0.00000101259,0.0003726332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003535622,"threshold_uncertainty_score":0.01592821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1778830869421986,"score_gpt":0.2989901032060396,"score_spread":0.121107016263841,"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."}}