{"id":"W2170512716","doi":"10.12735/jfe.v1i4p10","title":"The Impact of Earnings Management on Liquidity: Case of the Tunisian Stock Market","year":2013,"lang":"en","type":"article","venue":"Journal of Finance & Economics","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Earnings management; Market liquidity; Business; Stock market; Financial system; Monetary economics; Earnings; Economics; Finance; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001343045,0.000220652,0.0002627654,0.001635775,0.0009524595,0.002465992,0.0004233721,0.0008886348,0.00413429],"category_scores_gemma":[0.004481317,0.0001070281,0.0003368958,0.001414688,0.0007301206,0.001485144,0.0009385778,0.0008285811,0.0001764537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00182297,"about_ca_system_score_gemma":0.0009735367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05669264,"about_ca_topic_score_gemma":0.04012443,"domain_scores_codex":[0.9994436,0.0002448969,0.00002443954,0.00004020605,0.00005710983,0.0001898525],"domain_scores_gemma":[0.9940941,0.003474033,0.001492004,0.0001075569,0.0004954156,0.0003369352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006164552,0.0005592453,0.9513294,0.0001531325,0.0001478184,0.01007713,0.002979523,0.005798424,0.0009974908,0.007275784,0.001124899,0.01894068],"study_design_scores_gemma":[0.00006044062,0.0002486644,0.9601958,0.0001273016,0.0001703529,0.001141521,0.01312817,0.01955037,0.0008386561,0.002056218,0.002449166,0.00003330795],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996987,0.0004924016,0.00004046295,0.0005398935,0.000003077473,0.000003587279,0.00003358017,0.000001567794,0.001898392],"genre_scores_gemma":[0.9993622,0.0002559919,0.0000301104,0.00002391277,0.00001694398,0.000001531317,0.00002655146,7.033341e-7,0.0002820802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05669264,"threshold_uncertainty_score":0.1127253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008182069720055031,"score_gpt":0.2107037750856132,"score_spread":0.2025217053655581,"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."}}