{"id":"W4400441324","doi":"10.5465/amproc.2024.20434abstract","title":"Does Self-Regulation Generate Desired Social Outcomes? Evidence from Payment Transparency in Africa","year":2024,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Taxation and Compliance Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Payment; Business; Public economics; Accounting; Economics; Finance; Computer science; Computer security","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":[0.007762585,0.0002088968,0.0002244549,0.0009950125,0.0009378935,0.001545457,0.0003923237,0.0005927628,0.004053373],"category_scores_gemma":[0.03536064,0.0001407596,0.0002913862,0.001413932,0.002888059,0.001727659,0.002076724,0.0008724374,0.000176206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001129503,"about_ca_system_score_gemma":0.001504401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005183385,"about_ca_topic_score_gemma":0.004878144,"domain_scores_codex":[0.9937962,0.004525213,0.0001976876,0.0002809089,0.0005138279,0.0006861908],"domain_scores_gemma":[0.9273899,0.04265493,0.02450403,0.002008073,0.002279,0.001164059],"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":[0.001257767,0.001331328,0.7592475,0.001519432,0.0003814596,0.001554579,0.03474805,0.00201777,0.001104083,0.07164204,0.002712765,0.1224832],"study_design_scores_gemma":[0.0002087658,0.0007982681,0.9001346,0.002633643,0.0003021971,0.0004965061,0.045638,0.002092513,0.002160918,0.02061415,0.02486677,0.00005381821],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974301,0.001551209,0.0005937297,0.00328024,0.00001598312,0.0000388884,0.00009555728,0.000002479009,0.02012081],"genre_scores_gemma":[0.9992083,0.0004178116,0.00006263406,0.0001025804,0.000005438393,0.000006934192,0.00001161015,0.000001289488,0.0001833831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007762585,"threshold_uncertainty_score":0.04105294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09097464055466123,"score_gpt":0.2718676711282582,"score_spread":0.1808930305735969,"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."}}