{"id":"W3123180589","doi":"10.1111/j.1475-679x.2008.00288.x","title":"Do Family Firms Provide More or Less Voluntary Disclosure?","year":2008,"lang":"en","type":"article","venue":"Journal of Accounting Research","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":550,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Voluntary disclosure; Insider; Earnings; Business; Reputation; Turnover; Accounting; Information asymmetry; Demographic economics; Investment (military); Pro forma; Monetary economics; Finance; Economics; Law","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":[0.002662661,0.0002171362,0.0004114323,0.0006110177,0.0006054696,0.0004537578,0.0009347391,0.0001094721,0.0001262444],"category_scores_gemma":[0.001086241,0.0001540178,0.0001772543,0.001588152,0.000248716,0.003366661,0.0003144025,0.001033166,0.0001957099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001204478,"about_ca_system_score_gemma":0.0004164275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001159046,"about_ca_topic_score_gemma":0.0001355142,"domain_scores_codex":[0.9963419,0.00002920443,0.0007159149,0.0002989858,0.001926201,0.0006878036],"domain_scores_gemma":[0.9966877,0.0002361506,0.0008602581,0.0003558952,0.001826962,0.00003309372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006559095,0.0002115635,0.8033277,0.0002729956,0.00004722628,0.001502623,0.000180993,0.00009783843,0.001197562,0.0002880598,0.184158,0.008059457],"study_design_scores_gemma":[0.001145359,0.00007122644,0.8145764,0.0004828595,0.00002454178,0.0001663407,0.0009754808,0.0003569421,0.00007000248,0.0007641524,0.1810912,0.0002755171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932352,0.0005499758,0.00007958285,0.003056992,0.0004810793,0.0002083609,0.000004208907,0.00002755595,0.002357004],"genre_scores_gemma":[0.9920722,0.000265253,0.0002278116,0.0008091783,0.004690611,0.000007394078,0.000002721787,0.00004841549,0.001876423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01124866,"threshold_uncertainty_score":0.6280665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1069418421941914,"score_gpt":0.3244499400331297,"score_spread":0.2175080978389382,"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."}}