{"id":"W4376610716","doi":"10.1007/s10843-023-00331-8","title":"The increasing prevalence of multi-sided online platforms and their influence on international entrepreneurship: The rapid transformation of entrepreneurial digital ecosystems","year":2023,"lang":"en","type":"article","venue":"Journal of International Entrepreneurship","topic":"Entrepreneurship Studies and Influences","field":"Business, Management and Accounting","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Digitization; Operationalization; Macro; Entrepreneurship; Pace; Business; Business model; Business ecosystem; Marketing; Industrial organization; Knowledge management; Computer science; Telecommunications; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001363685,0.0003073934,0.0003840445,0.0004484769,0.000215052,0.0003748903,0.001300435,0.00008132285,0.00006807713],"category_scores_gemma":[0.003199636,0.0001732551,0.0003181972,0.0004279446,0.0002983994,0.001765401,0.0002962364,0.0003310342,0.00001380702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004940744,"about_ca_system_score_gemma":0.00004834375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008461811,"about_ca_topic_score_gemma":0.00005402649,"domain_scores_codex":[0.9968922,0.00006355446,0.001451926,0.0003069663,0.0009752739,0.0003100873],"domain_scores_gemma":[0.9948996,0.001811395,0.001990564,0.000340587,0.0009199714,0.00003784817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002251823,0.0005187069,0.921136,0.0003289392,0.0007824848,0.00002132235,0.002438797,0.01030316,0.005111021,0.00657356,0.0006435468,0.04989061],"study_design_scores_gemma":[0.005505388,0.0003722046,0.9372947,0.002591699,0.0002625594,0.0002177075,0.006912939,0.01486945,0.01110255,0.005903217,0.0142477,0.0007199435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926608,0.000412121,0.00002690058,0.003892234,0.001927915,0.0002869697,0.0001089959,0.0000376625,0.0006464366],"genre_scores_gemma":[0.9967182,0.002016032,0.00001237467,0.000220276,0.000882798,0.000008818442,0.00003577557,0.00002212814,0.00008360665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04917067,"threshold_uncertainty_score":0.7065139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02436517318988705,"score_gpt":0.2516450082739149,"score_spread":0.2272798350840279,"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."}}