{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002368836,0.00008926005,0.00015352,0.0003989631,0.001189783,0.0002270517,0.0004333079,0.00002370743,0.0001960792],"category_scores_gemma":[0.00002944718,0.00007533761,0.00002998844,0.0001903624,0.0001228974,0.001408571,0.001330936,0.0003171715,0.00001226944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001422847,"about_ca_system_score_gemma":0.00006917267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000184527,"about_ca_topic_score_gemma":0.0000329379,"domain_scores_codex":[0.998952,0.0001006323,0.0006442379,0.00003469554,0.0001689942,0.00009945557],"domain_scores_gemma":[0.998619,0.000090534,0.0009379684,0.0002023477,0.0001394754,0.00001062593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003375781,0.0001159383,0.02053356,0.00007905839,0.00008960913,6.66909e-7,0.36109,0.003095927,0.00001862713,0.5352234,0.002957313,0.07645832],"study_design_scores_gemma":[0.002404358,0.00005083204,0.0763578,0.00004658638,0.00003850459,0.00003318799,0.574626,0.01798264,0.000005934871,0.0376024,0.2905172,0.0003344961],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9537599,0.0001865529,0.0002264782,0.0166597,0.0001027911,0.0001947996,0.000003665921,0.0000171395,0.02884896],"genre_scores_gemma":[0.9943446,0.0001064753,0.0002944387,0.005107774,0.00003294005,0.00001671852,0.00003291454,0.00000571983,0.00005840053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.497621,"threshold_uncertainty_score":0.9150969,"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."}}