{"id":"W3082308982","doi":"10.46697/001c.16911","title":"Global Subunit Specialization: An Organizational Perspective","year":2015,"lang":"en","type":"article","venue":"AIB Insights","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Offshoring; Internationalization; Scope (computer science); Perspective (graphical); Slicing; Knowledge management; Value (mathematics); Affect (linguistics); Business; Organizational architecture; Architecture; Process management; Engineering; Computer science; Marketing; Sociology; Outsourcing; Artificial intelligence; International trade; Geography","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":[0.001683792,0.0004792127,0.0003834029,0.001979631,0.001376222,0.005258323,0.0008438089,0.001120679,0.009402138],"category_scores_gemma":[0.002025542,0.0002927266,0.0004941895,0.001433746,0.008115914,0.005364217,0.002739364,0.001261467,0.001038125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001908835,"about_ca_system_score_gemma":0.001179549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001250076,"about_ca_topic_score_gemma":0.001679458,"domain_scores_codex":[0.9989865,0.000357676,0.00004413646,0.0002099235,0.0001745659,0.000227065],"domain_scores_gemma":[0.9980634,0.0007340608,0.0002574951,0.0003555486,0.0002522042,0.0003373134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001621329,0.00002728653,0.002555027,0.00009079582,0.000009375579,0.000284565,0.003703088,0.002469344,0.001266702,0.9608967,0.001010362,0.0276706],"study_design_scores_gemma":[0.00001433555,0.0001455633,0.01312355,0.0002383549,0.00004003963,0.0008497892,0.01374322,0.006326449,0.001769678,0.7962819,0.1674374,0.00002976308],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1736467,0.006650626,0.1890876,0.01218842,0.000244376,0.00008274608,0.00007153984,0.0001584377,0.6178695],"genre_scores_gemma":[0.9522022,0.004343012,0.02416242,0.0006652347,0.0002547532,0.00006137896,0.00006663588,0.00008087571,0.01816347],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009402138,"threshold_uncertainty_score":0.03145325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0386900593643248,"score_gpt":0.2613656456288287,"score_spread":0.2226755862645039,"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."}}