{"id":"W4205172967","doi":"10.2139/ssrn.4012922","title":"Information Transparency of Firm Financing","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Impact of AI and Big Data on Business and Society","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Transparency (behavior); Business; Accounting; Finance; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01065539,0.0002552684,0.00063616,0.002750634,0.001656152,0.01125458,0.0008104746,0.004688651,0.01803954],"category_scores_gemma":[0.09504475,0.0005237587,0.0005042578,0.002305934,0.003310082,0.008002502,0.002025611,0.004104333,0.001110724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004580745,"about_ca_system_score_gemma":0.005663417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004819794,"about_ca_topic_score_gemma":0.003448576,"domain_scores_codex":[0.9897693,0.003841144,0.0005380106,0.0009121051,0.003195433,0.00174401],"domain_scores_gemma":[0.845352,0.1107846,0.02067768,0.01008338,0.01037183,0.002730493],"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":[0.0003288073,0.0001009926,0.01177309,0.0001227885,0.0000506768,0.0002753423,0.001099183,0.00330264,0.0003440036,0.9326476,0.01738069,0.03257423],"study_design_scores_gemma":[0.00008766692,0.00008110997,0.0140318,0.0002699844,0.00008116599,0.0001973031,0.0009041105,0.008616045,0.001307996,0.9443389,0.03003376,0.00005010732],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3065096,0.007434545,0.02368038,0.07951213,0.0006078996,0.0001539182,0.001768875,0.0002184698,0.5801142],"genre_scores_gemma":[0.9926685,0.0004746209,0.0004073085,0.000784776,0.000265028,0.00001812956,0.00007600882,0.00001566175,0.005289919],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01803954,"threshold_uncertainty_score":0.06034833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04365033262567272,"score_gpt":0.3229437033573522,"score_spread":0.2792933707316795,"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."}}