{"id":"W4283802292","doi":"10.23962/ajic.i29.14245","title":"Value Creation and Socioeconomic Inclusion in South African Maker Communities","year":2022,"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":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American University in Cairo; Social Sciences and Humanities Research Council of Canada; National Research Foundation; University of Cape Town; International Development Research Centre; University of Johannesburg; University of Ottawa","keywords":"Cognitive reframing; Value (mathematics); Socioeconomic status; Inclusion (mineral); Sociology; Psychology; Social psychology; Social science; Demography; Mathematics; Statistics; Population","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":[0.005526945,0.0003716151,0.0004567613,0.002601141,0.01693435,0.007858841,0.0007414497,0.001249399,0.003291545],"category_scores_gemma":[0.008049071,0.0003531964,0.0002639765,0.001984444,0.01489008,0.005006487,0.01538729,0.001554872,0.00009617732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003255066,"about_ca_system_score_gemma":0.004272383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005746712,"about_ca_topic_score_gemma":0.0116198,"domain_scores_codex":[0.9947884,0.003076433,0.0001399167,0.0002192555,0.0006752951,0.001100689],"domain_scores_gemma":[0.9955422,0.002133442,0.0009414512,0.0002180877,0.0002693915,0.0008953771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006016396,0.00007091766,0.01780292,0.00009126795,0.00001383163,0.001175264,0.9400945,0.00006912768,0.0007795829,0.02293023,0.0003432327,0.01656893],"study_design_scores_gemma":[0.000008770896,0.00006943027,0.01949713,0.000191245,0.00001276059,0.0005994849,0.948244,0.0001899214,0.0003314573,0.01085285,0.01996916,0.00003380442],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856277,0.0003412176,0.0004437488,0.001193359,0.00001626277,0.00002427957,0.000006351741,0.000002866342,0.01234426],"genre_scores_gemma":[0.9992523,0.0001341331,0.0001399185,0.00003800097,0.000002970791,0.000007270826,0.00000222893,0.000001234132,0.0004220953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01693435,"threshold_uncertainty_score":0.02922964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01263399579119308,"score_gpt":0.210733113242814,"score_spread":0.198099117451621,"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."}}