{"id":"W4367843815","doi":"10.1017/s0022109023000613","title":"Public Disclosure and Consumer Financial Protection","year":2023,"lang":"en","type":"article","venue":"Journal of Financial and Quantitative Analysis","topic":"Legal principles and applications","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Business; Public access; Content (measure theory); Finance; Internet privacy; Advertising; Computer science","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":[0.0009449713,0.00006919779,0.0002403641,0.0003548987,0.0005992647,0.00009968904,0.00007862831,0.00006678451,0.00002280993],"category_scores_gemma":[0.001035445,0.00005553247,0.0001340186,0.001893332,0.0002467297,0.0003162073,0.00002835764,0.000152739,0.000008103118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002116371,"about_ca_system_score_gemma":0.0002066114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005170585,"about_ca_topic_score_gemma":0.003035588,"domain_scores_codex":[0.9991005,0.0001172061,0.000266111,0.0001168158,0.0002363316,0.0001630271],"domain_scores_gemma":[0.9991707,0.0001070752,0.0002519214,0.00004934413,0.0003078732,0.0001130585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00007554165,0.0001042739,0.1022725,0.00002553827,0.0003826208,0.00002381826,0.01155548,0.00003693152,0.0005974181,0.8367159,0.002289323,0.04592059],"study_design_scores_gemma":[0.0004084854,0.0002047135,0.7475175,0.00002266231,0.0006279827,0.000004402854,0.002551387,0.0005533588,0.00002524134,0.0235344,0.224343,0.0002068331],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986394,0.0004620449,0.003936559,0.008264865,0.00007363737,0.0001085387,0.00001913899,0.00001417026,0.0007270298],"genre_scores_gemma":[0.9979649,0.001117873,0.0003266959,0.00006670328,0.0001517861,0.000006610849,0.00000198099,0.000003156934,0.0003603467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8131815,"threshold_uncertainty_score":0.460912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09284960279841117,"score_gpt":0.3435394255135999,"score_spread":0.2506898227151887,"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."}}