{"id":"W3082141108","doi":"10.1111/1911-3846.12647","title":"The Importance of Director External Social Networks to Stock Price Crash Risk*","year":2020,"lang":"en","type":"article","venue":"Contemporary Accounting Research","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Central University of Finance and Economics; Hong Kong Baptist University; Florida Atlantic University; Georgia State University; Virginia Polytechnic Institute and State University; City University of Hong Kong; University of Houston","keywords":"Hoarding (animal behavior); Business; Incentive; Empirical evidence; Stock (firearms); Capital market; Stock price; Accounting; Economics; Finance; Microeconomics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001608813,0.0001683565,0.0002010318,0.00107073,0.0004706999,0.001429908,0.0003168251,0.0006119976,0.005306312],"category_scores_gemma":[0.02307226,0.0001315948,0.0002246427,0.0007404329,0.0005593307,0.001229321,0.001049975,0.0007689184,0.0003632083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003961635,"about_ca_system_score_gemma":0.0002764798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003392194,"about_ca_topic_score_gemma":0.005205544,"domain_scores_codex":[0.9986907,0.0005984895,0.0001257222,0.0001685455,0.0002088295,0.0002078064],"domain_scores_gemma":[0.9596331,0.01246436,0.02112346,0.001869173,0.001714455,0.003195382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001255249,0.00007819003,0.9889127,0.00001154241,0.00009256217,0.00007961624,0.0002799879,0.0003220933,0.0001697233,0.0004159223,0.0002646177,0.00924751],"study_design_scores_gemma":[0.000006161776,0.00009523021,0.9960608,0.00001862433,0.00005268907,0.000127359,0.0007753275,0.001538351,0.0001599903,0.0005776983,0.0005798224,0.000007934545],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949347,0.0002602912,0.0003816812,0.0005906544,0.0000133062,0.000009690783,0.0001469025,0.000007818142,0.003654907],"genre_scores_gemma":[0.9995546,0.0000693773,0.00004788045,0.0000208116,0.00002043926,0.000002170346,0.00005060247,0.000001084986,0.0002329421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005306312,"threshold_uncertainty_score":0.01775134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.046322195468325,"score_gpt":0.2990927043375863,"score_spread":0.2527705088692613,"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."}}