{"id":"W4391045752","doi":"10.2139/ssrn.4701390","title":"Competition or Spillover? Star Analyst Co-Coverage and Firms’ Information Environment","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Financial Markets and Investment Strategies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Competition (biology); Proxy (statistics); Earnings; Star (game theory); Spillover effect; Business; Industrial organization; Economics; Accounting; Microeconomics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003224894,0.0001579586,0.00080254,0.001779588,0.0004652822,0.003838366,0.000441485,0.001383815,0.01572938],"category_scores_gemma":[0.02515992,0.0002258834,0.0003415686,0.001624116,0.001085936,0.003109891,0.001485757,0.001031082,0.001151158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007972228,"about_ca_system_score_gemma":0.0007044352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003501696,"about_ca_topic_score_gemma":0.003658284,"domain_scores_codex":[0.9986269,0.0004099607,0.00008871439,0.0002381554,0.0002110213,0.000425196],"domain_scores_gemma":[0.9289882,0.04668503,0.01487168,0.002095096,0.002211543,0.005148406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001858359,0.0007837368,0.8468125,0.0002343486,0.0005575233,0.001334006,0.00191215,0.01627899,0.004151216,0.04401345,0.01036381,0.0716999],"study_design_scores_gemma":[0.000190315,0.0005959094,0.877947,0.00008444855,0.0003956024,0.0008808473,0.003636319,0.03429133,0.00330702,0.07018677,0.008368544,0.0001159871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720311,0.001014379,0.002228264,0.003779006,0.00002196257,0.0000183004,0.0004811973,0.00006446164,0.0203612],"genre_scores_gemma":[0.9989869,0.0001152505,0.0000636202,0.00006259391,0.00004060091,0.000001481548,0.00005955877,0.000003390747,0.0006666405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01572938,"threshold_uncertainty_score":0.05261999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0128186199322022,"score_gpt":0.2066304464342318,"score_spread":0.1938118265020296,"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."}}