{"id":"W3111825163","doi":"10.23962/10539/30356","title":"Social Entrepreneurs' Use of Fab Labs and 3D Printing in South Africa and Kenya","year":2020,"lang":"en","type":"article","venue":"The African Journal of Information and Communication (AJIC)","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American University in Cairo; Social Sciences and Humanities Research Council of Canada; University of Cape Town; Department for International Development; International Development Research Centre; University of Johannesburg; University of Ottawa","keywords":"3D printing; 3d printer; Order (exchange); Software; Business; Open source; Open source software; 3d printed; Marketing; World Wide Web; Engineering; Computer science; Manufacturing engineering; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005756139,0.00006403492,0.0001374598,0.0001343437,0.0001445983,0.0001907741,0.0001477251,0.00002538313,0.00001732906],"category_scores_gemma":[0.0001384247,0.00005032081,0.00001750334,0.0001914211,0.00008667458,0.001298777,0.000178487,0.0001412208,0.000003253528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001180522,"about_ca_system_score_gemma":0.00002559265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009869605,"about_ca_topic_score_gemma":0.000002433494,"domain_scores_codex":[0.9992449,0.00002835504,0.0005245305,0.00003508286,0.00009780837,0.00006938121],"domain_scores_gemma":[0.9988939,0.0000569496,0.0007835246,0.00007937817,0.0001748899,0.00001142748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000410312,0.00008316483,0.1543192,0.0003645744,0.0001562803,0.000001006895,0.4327505,0.0001882044,0.0001708709,0.2427495,0.003157334,0.165649],"study_design_scores_gemma":[0.00436073,0.00006007208,0.4483963,0.0001831618,0.0000928654,0.00001392675,0.1243798,0.02105199,0.00007537512,0.003825851,0.3970451,0.0005147874],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829563,0.00008561926,0.0002923723,0.011782,0.00002113891,0.0001127953,0.000001274239,0.00000935799,0.004739081],"genre_scores_gemma":[0.9974691,0.00007663688,0.000818834,0.001581964,0.00003161322,0.000001577028,0.000003525655,0.000003027379,0.00001377076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3938878,"threshold_uncertainty_score":0.2052023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03391387577128347,"score_gpt":0.2126897702868417,"score_spread":0.1787758945155583,"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."}}