{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00155683,0.0004388359,0.0004802015,0.002100496,0.001632202,0.006970374,0.000415992,0.002617941,0.004511415],"category_scores_gemma":[0.003377383,0.000232727,0.0002189609,0.003938545,0.009876278,0.008091839,0.001517017,0.001659502,0.0002098291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002470397,"about_ca_system_score_gemma":0.001649867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003330006,"about_ca_topic_score_gemma":0.004798595,"domain_scores_codex":[0.9993081,0.000436446,0.00002552875,0.00006720844,0.00009287625,0.00006986147],"domain_scores_gemma":[0.9941843,0.005203448,0.000270645,0.00009924979,0.00009980448,0.0001425603],"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":[0.00001447688,0.00005920739,0.001952369,0.0001005959,0.00001093622,0.00009452619,0.0009208478,0.0009791465,0.0000602908,0.9844331,0.001311654,0.01006284],"study_design_scores_gemma":[0.00001219492,0.00002311414,0.002742053,0.0001209143,0.00001304494,0.00008491769,0.001316952,0.002033995,0.00006901305,0.980705,0.01286525,0.00001364251],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2894226,0.2129096,0.02985139,0.08544668,0.001715516,0.00007490857,0.0002033777,0.0000972094,0.3802788],"genre_scores_gemma":[0.9749238,0.01503567,0.001110359,0.0005702409,0.001021653,0.00003526722,0.00001628276,0.000008423155,0.007278321],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006970374,"threshold_uncertainty_score":0.01792413,"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."}}