{"id":"W4293221698","doi":"10.1016/j.technovation.2022.102484","title":"Technology, entrepreneurship, innovation and social change in digital economics","year":2022,"lang":"en","type":"article","venue":"Technovation","topic":"Digital Platforms and Economics","field":"Business, Management and Accounting","cited_by":216,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Entrepreneurship; Scholarship; The Internet; Social media; Open innovation; Social entrepreneurship; Big data; Digital economy; Innovation economics; Emerging technologies; Cloud computing; Business model; Sociology; Digital transformation; Knowledge management; Marketing; Business; Economics; Political science; Economic system; Economic growth; Computer science","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":[0.0001374912,0.00007571044,0.00008658115,0.0009808143,0.0001329867,0.0001760268,0.0001007573,0.00004857528,0.00003243075],"category_scores_gemma":[0.00002045947,0.00009295565,0.00001010285,0.001084482,0.00002982296,0.002916139,0.0002695651,0.0001162657,0.00001700383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007095169,"about_ca_system_score_gemma":0.000005608349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000413889,"about_ca_topic_score_gemma":0.0000277578,"domain_scores_codex":[0.9994592,2.838298e-8,0.0002100291,0.000165447,0.00003994983,0.000125323],"domain_scores_gemma":[0.9997365,0.000003435601,0.0001545199,0.00007425807,0.00003006898,0.000001167662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007731581,0.00002775693,0.04099734,0.00001039541,0.000001963584,5.990636e-7,0.00002573308,0.00001048679,0.00002983596,0.8798022,0.00006476609,0.07902114],"study_design_scores_gemma":[0.000376024,0.00001005018,0.004826148,0.000003104931,0.000002538079,0.000002507112,0.0006802632,0.002401368,0.00002764639,0.9811348,0.01036236,0.0001732358],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965601,0.000005092365,0.00001325928,0.000651864,0.00009135136,0.0001788203,0.000005663309,0.0001614518,0.002332403],"genre_scores_gemma":[0.9987225,8.290768e-7,0.00001671412,0.0008204753,0.0001337545,0.00008100227,0.0001843631,0.00001215813,0.00002821232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1013325,"threshold_uncertainty_score":0.3790621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02742735890006652,"score_gpt":0.2076022599137135,"score_spread":0.180174901013647,"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."}}