{"id":"W4400244576","doi":"10.1057/s41599-024-03288-8","title":"Big data analytics capability and social innovation: the mediating role of knowledge exploration and exploitation","year":2024,"lang":"en","type":"article","venue":"Humanities and Social Sciences Communications","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Big data; Data science; Knowledge management; Analytics; Business; Computer science; Data mining","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008689087,0.000066242,0.00008676061,0.0001242551,0.001943324,0.0006760046,0.0004659558,0.00003155016,0.000008831029],"category_scores_gemma":[0.00008771425,0.00005122608,0.000009207711,0.0006188418,0.001418682,0.00176347,0.000779988,0.00008785308,0.000001451901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007812754,"about_ca_system_score_gemma":0.00003599454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005065993,"about_ca_topic_score_gemma":0.001972507,"domain_scores_codex":[0.9993875,0.00002821199,0.0002153075,0.0001560457,0.0001291502,0.00008379754],"domain_scores_gemma":[0.9992994,0.0001949656,0.0001085585,0.0002170122,0.0001783167,0.000001712398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001165676,0.00001921957,0.00136706,0.0001326266,0.000007497768,2.290414e-8,0.01304937,5.432696e-7,0.00006948785,0.9055651,0.0004748363,0.0793131],"study_design_scores_gemma":[0.0001475736,0.00001914666,0.02464477,0.00009985407,0.0001721746,0.000001292685,0.203562,0.1081461,0.00002059277,0.2239751,0.4388441,0.0003673151],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8552273,0.0174279,0.003296447,0.06480371,0.001027249,0.0009490251,0.0003275246,0.0002774738,0.05666338],"genre_scores_gemma":[0.9986591,0.0003880012,0.00009843463,0.0001962237,0.0004366301,0.0000117863,0.0001787241,0.000003866395,0.000027196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.68159,"threshold_uncertainty_score":0.999356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5367134584496385,"score_gpt":0.3847008033051915,"score_spread":0.152012655144447,"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."}}