{"id":"W1986582661","doi":"10.1080/0376835032000149243","title":"Service provision for street-based traders in Pietermaritzburg, KwaZulu-Natal: comparing local findings to lessons drawn from Africa and Asia","year":2003,"lang":"en","type":"article","venue":"Development Southern Africa","topic":"Taxation and Compliance Studies","field":"Economics, Econometrics and Finance","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Incentive; Informal sector; Entrepreneurship; Service (business); Business; Quarter (Canadian coin); Economic growth; Tertiary sector of the economy; Service delivery framework; Service provider; Marketing; Economics; Finance; Market economy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002566449,0.0002101755,0.0003818588,0.0002224083,0.0002494623,0.0001067579,0.0001754925,0.00007649339,0.00003823809],"category_scores_gemma":[0.00006688986,0.0002387201,0.00004483718,0.0003283839,0.00004132498,0.00007927496,0.0000540608,0.0001033001,0.0001849878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000140928,"about_ca_system_score_gemma":0.00006016684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002021627,"about_ca_topic_score_gemma":0.000968534,"domain_scores_codex":[0.9985464,0.00001489957,0.0004962853,0.0005057213,0.00006346143,0.0003732492],"domain_scores_gemma":[0.9994637,0.00007806371,0.0001558771,0.0001658385,0.00002967626,0.000106868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003092442,0.0007000907,0.7590947,0.0003056668,0.0002813768,0.00001153363,0.1992866,0.001336106,0.000148664,0.018497,0.004259393,0.01576963],"study_design_scores_gemma":[0.004275165,0.00009154854,0.2466552,0.0002162707,0.00001434775,6.234995e-7,0.02958309,0.005139792,0.0005181085,0.006274656,0.7059439,0.001287258],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9127132,0.000862535,0.07300169,0.003377059,0.0002523234,0.001143379,0.0003705813,0.0001209671,0.008158226],"genre_scores_gemma":[0.9891888,0.000003412387,0.01009261,0.0002515657,0.00001027217,0.0001588115,0.00003066724,0.0000274767,0.0002364205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7016846,"threshold_uncertainty_score":0.9734725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08053594965932981,"score_gpt":0.2408413365865616,"score_spread":0.1603053869272318,"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."}}