{"id":"W4403880565","doi":"10.5755/j01.ee.35.4.31671","title":"Analysis of Market Diversification Trends and Network Characteristics Based on M&A Transactions in North America","year":2024,"lang":"en","type":"article","venue":"Engineering Economics","topic":"E-commerce and Technology Innovations","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Research Foundation of Korea; Ministry of Education; National Research Foundation","keywords":"Diversification (marketing strategy); Economics; Business; Economic geography; Geography; Marketing","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":[0.00007522045,0.00006915584,0.0001369637,0.001043892,0.00002936788,0.00004030896,0.00005678351,0.00003754663,0.0001357243],"category_scores_gemma":[0.000009678668,0.00008065503,0.00004032375,0.001489464,0.00001938503,0.0001462944,0.000007357035,0.0001080097,0.000006602455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002293112,"about_ca_system_score_gemma":0.000004181935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000426459,"about_ca_topic_score_gemma":0.0002489198,"domain_scores_codex":[0.9996174,0.000001338511,0.0001607883,0.0001176028,0.00001765578,0.00008520138],"domain_scores_gemma":[0.9997715,0.00005183677,0.00004318531,0.0001187203,0.0000111477,0.000003612003],"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":[0.00001549466,0.00005954584,0.1634616,0.0001028569,0.0003880468,0.000001890417,0.00006011735,0.7514768,0.00001316395,0.007817879,0.0005233541,0.07607926],"study_design_scores_gemma":[0.00004257735,0.000002000824,0.2718161,0.000009386024,0.0001195585,4.500877e-8,0.000008923221,0.7004292,4.876588e-7,0.000008785739,0.02750061,0.0000623216],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9632329,0.00002432789,0.03343349,0.00140371,0.0002313088,0.00004884812,0.00003812713,0.0001450109,0.001442311],"genre_scores_gemma":[0.9991457,0.00002521165,0.0004043381,0.0001192439,0.00006014049,0.000007652229,0.0001630572,0.000009425255,0.00006524981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1083546,"threshold_uncertainty_score":0.3289016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01016975322959759,"score_gpt":0.1879878045444815,"score_spread":0.1778180513148839,"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."}}