{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001674931,0.0003122882,0.0003255522,0.002281939,0.006653367,0.002792877,0.0003867043,0.0007224043,0.004284569],"category_scores_gemma":[0.004089332,0.0003504069,0.0001880061,0.001982633,0.003519926,0.001941094,0.004577967,0.0007100256,0.0001590015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002421302,"about_ca_system_score_gemma":0.003199707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02917063,"about_ca_topic_score_gemma":0.06581222,"domain_scores_codex":[0.9986726,0.0005149441,0.00006745985,0.00008115008,0.0001595678,0.0005043244],"domain_scores_gemma":[0.9969023,0.001404788,0.0008933399,0.00005171929,0.0001616195,0.0005861862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001299309,0.0001744073,0.1347824,0.0002449974,0.00001435731,0.004051942,0.8276303,0.0000525841,0.00144618,0.003952066,0.0003632449,0.02715747],"study_design_scores_gemma":[0.00001129797,0.0001026918,0.1089298,0.0002174075,0.00001724191,0.0007014452,0.8794966,0.00007715257,0.000287837,0.0003490765,0.009784605,0.00002475161],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964154,0.000244528,0.00003339524,0.000277003,0.000003414061,0.00001576099,0.00001208033,7.276732e-7,0.00299766],"genre_scores_gemma":[0.9984307,0.0005109268,0.00006553339,0.00006021774,0.000002296144,0.00002019918,0.000008722874,0.000001162448,0.0009002849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02917063,"threshold_uncertainty_score":0.0580017,"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."}}