{"id":"W3122634114","doi":"","title":"Governance Role of Analyst Coverage and Investor Protection","year":2009,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Investor protection; Corporate governance; Business; Accredited investor; Earnings management; Sample (material); Earnings; Accounting; Finance","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":[0.001408829,0.0001132715,0.000159917,0.0007131355,0.0002236971,0.00104706,0.0001546333,0.0002230569,0.001586364],"category_scores_gemma":[0.01243875,0.00007828067,0.0001365635,0.0007543082,0.0007297223,0.0007787094,0.0006673695,0.0003758945,0.0001147032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004293026,"about_ca_system_score_gemma":0.0004677013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003247655,"about_ca_topic_score_gemma":0.004217963,"domain_scores_codex":[0.99914,0.0003462817,0.00006069922,0.0001081532,0.0001532679,0.0001915327],"domain_scores_gemma":[0.9687183,0.006518706,0.02178568,0.0007862696,0.0007968018,0.001394132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004882506,0.00002553861,0.9890156,0.000014412,0.00005680218,0.0001193657,0.0003165664,0.0005360635,0.0003680994,0.00191537,0.0002264397,0.007356801],"study_design_scores_gemma":[0.000006823207,0.0000408603,0.9959626,0.00002305124,0.000026184,0.0001389098,0.0002779732,0.000645139,0.000337867,0.001316623,0.001219089,0.000004991108],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924921,0.0006812586,0.0006359231,0.000651805,0.000008409472,0.000007891699,0.0001135799,0.000006795387,0.005402249],"genre_scores_gemma":[0.999692,0.00007240096,0.00004596168,0.00001792716,0.000008416911,7.705792e-7,0.00003205425,5.480905e-7,0.00012986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003247655,"threshold_uncertainty_score":0.0074507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004163231307169285,"score_gpt":0.1835578679938101,"score_spread":0.1793946366866409,"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."}}