{"id":"W4406232990","doi":"10.1504/ijbaf.2024.143833","title":"AI's influence on corporate transparency and financial performance: a new era","year":2024,"lang":"en","type":"article","venue":"International Journal of Behavioural Accounting and Finance","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Seneca Polytechnic","funders":"","keywords":"Transparency (behavior); Business; Economics; Financial system; Accounting; Political science; 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":[0.0002546542,0.0001679153,0.000177379,0.000306544,0.00009012999,0.0007757659,0.000325718,0.00006886909,0.0000366272],"category_scores_gemma":[0.00007579607,0.0001360386,0.00005402976,0.0002448126,0.00008066962,0.002864801,0.00007288916,0.0003911923,0.00002703692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002340908,"about_ca_system_score_gemma":0.00008458016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001985678,"about_ca_topic_score_gemma":0.00001830676,"domain_scores_codex":[0.9988188,0.000003092711,0.0004167899,0.000210826,0.000383364,0.0001671392],"domain_scores_gemma":[0.9991753,0.00002795428,0.0003297662,0.00007171534,0.0003819718,0.00001336514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003811422,0.000106551,0.3215969,0.0001929296,0.00004296815,0.0003699558,0.0003068028,0.0004533605,0.0008187875,0.01768157,0.006783105,0.651266],"study_design_scores_gemma":[0.0007405591,0.0001040518,0.9034491,0.002684408,0.0001085075,0.000453878,0.00003955128,0.006906153,0.000413282,0.00666102,0.07794145,0.0004981129],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936267,0.0008230595,0.000423557,0.003358631,0.001562228,0.00004797171,0.000009796154,0.00002612124,0.0001219747],"genre_scores_gemma":[0.9963218,0.0007370512,0.000154034,0.001302803,0.001334819,0.000001676691,0.000007444542,0.0000130471,0.0001273561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6507679,"threshold_uncertainty_score":0.7480728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06072840543790308,"score_gpt":0.2774910966452961,"score_spread":0.216762691207393,"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."}}