{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008561466,0.0002208204,0.0002309876,0.001163156,0.001141347,0.000929311,0.0005911799,0.0003894241,0.004223919],"category_scores_gemma":[0.004792367,0.0002250002,0.0002359317,0.003335831,0.0009123972,0.001826648,0.001139027,0.000480272,0.0003883422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004647586,"about_ca_system_score_gemma":0.003656598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2443291,"about_ca_topic_score_gemma":0.4493807,"domain_scores_codex":[0.9994102,0.0001522043,0.00004606579,0.00004780724,0.00007206049,0.0002716284],"domain_scores_gemma":[0.9982554,0.0005226844,0.000711763,0.00006557677,0.0002345053,0.0002100215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006767174,0.0003043115,0.8557967,0.0008180039,0.0001049123,0.00264771,0.05717893,0.001083795,0.001839602,0.008050506,0.00604532,0.06545342],"study_design_scores_gemma":[0.00002419713,0.0001409352,0.9301568,0.0002240642,0.0000705687,0.0001946438,0.06332962,0.0004405752,0.0004860592,0.0003451699,0.004569151,0.00001829698],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995335,0.0004703611,0.00009459846,0.0008809075,0.00000616583,0.00004132406,0.0004521406,0.000004478172,0.002715013],"genre_scores_gemma":[0.9983853,0.0004675222,0.00006975717,0.00005116198,0.000002057923,0.00003073655,0.0001736308,0.000001514491,0.0008184068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2443291,"threshold_uncertainty_score":0.4858139,"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."}}