{"id":"W4415141667","doi":"10.1142/s1084946725500177","title":"PERFORMANCE INDICATORS FOR TOWNSHIP SMES IN THE INFORMAL ECONOMY: A QUALITATIVE STUDY","year":2025,"lang":"en","type":"article","venue":"Journal of Developmental Entrepreneurship","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Qualitative research; Government (linguistics); Quality (philosophy); Performance indicator; Qualitative property; Face (sociological concept); Qualitative analysis; Local government","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003035335,0.0001336863,0.0002370001,0.0003018836,0.0003814525,0.0001465782,0.0005522974,0.00007212958,0.00008352892],"category_scores_gemma":[0.0004034605,0.00009016071,0.00008410668,0.0006781668,0.0001202942,0.0004415313,0.000054008,0.0002700777,0.000003536564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003314258,"about_ca_system_score_gemma":0.001078751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008976508,"about_ca_topic_score_gemma":0.0006352164,"domain_scores_codex":[0.998253,0.0003000611,0.000686434,0.0001299557,0.0003177883,0.0003127109],"domain_scores_gemma":[0.9988694,0.0005452374,0.0003276674,0.00007022373,0.0001170899,0.0000703437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001721729,0.0002246937,0.4589699,0.0000175516,0.00009197208,0.00000771499,0.504239,0.000007773109,0.000002181277,0.001280032,0.01226064,0.02272641],"study_design_scores_gemma":[0.001159671,0.0001746789,0.1937442,0.00007883563,0.00002378079,0.000005961077,0.6801505,0.00000177566,0.0001687707,0.0005330298,0.1238126,0.0001462037],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733634,0.00006068438,0.000006907953,0.00466021,0.0002997112,0.0006209963,0.000001608037,0.000007354832,0.02097911],"genre_scores_gemma":[0.9940643,0.00003050942,0.0002002784,0.000481074,0.0000787396,0.0000461149,0.000002146755,0.000003885223,0.00509291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2652257,"threshold_uncertainty_score":0.3676647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0554407945655018,"score_gpt":0.3481757252189264,"score_spread":0.2927349306534246,"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."}}