{"id":"W4410857084","doi":"10.1007/978-3-031-90921-4_67","title":"The Role of Artificial Intelligence in Shaping the Future of Business Operations","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in networks and systems","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hog Administrative Marketing Services (Canada); University Canada West","funders":"","keywords":"Business intelligence; Computer science; Artificial intelligence; Business; Engineering; Knowledge management","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":[],"consensus_categories":[],"category_scores_codex":[0.0002043815,0.0001619105,0.0002676356,0.00008510795,0.0000491354,0.00007706839,0.000184574,0.0003546926,0.000003749838],"category_scores_gemma":[0.00001718565,0.0001028158,0.00003655183,0.0001671821,0.00007607142,0.00005440969,0.0000210274,0.0004969173,2.922517e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000280634,"about_ca_system_score_gemma":0.0000265141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003436573,"about_ca_topic_score_gemma":0.0007616407,"domain_scores_codex":[0.9990646,0.00001681753,0.0005831115,0.00009781959,0.0001135744,0.0001240968],"domain_scores_gemma":[0.9993405,0.0003277417,0.0000561026,0.0001924102,0.00007105024,0.00001220053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003414841,0.000001601051,0.00001848434,0.0001285716,0.00001780195,3.608222e-7,0.0001855302,0.8158245,0.000003195565,0.08021984,0.00001163623,0.103585],"study_design_scores_gemma":[0.0000312843,0.000007666724,0.00002815839,0.001912049,0.00001376993,0.000004313359,0.0002207103,0.9779881,0.00003983195,0.008552922,0.01104094,0.0001602063],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0004550496,0.1697791,0.6209237,0.0004120562,0.005235923,0.001898544,0.0001011177,0.00008359261,0.201111],"genre_scores_gemma":[0.9974645,0.001798372,0.00002206818,0.000009627284,0.0004172186,0.00002402479,0.00001444016,0.00001903131,0.0002307662],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9970094,"threshold_uncertainty_score":0.4192707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01522988633883464,"score_gpt":0.2162141531663783,"score_spread":0.2009842668275437,"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."}}