{"id":"W2112005033","doi":"10.2139/ssrn.2046396","title":"Analysts’ Choice of Peer Companies","year":2012,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Business; Accounting","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":[0.004188458,0.000180163,0.0002570934,0.001458877,0.0006815409,0.003836019,0.00038821,0.001459933,0.01069673],"category_scores_gemma":[0.03934349,0.0001490508,0.000231152,0.000451493,0.0004822508,0.002210447,0.000694028,0.001128849,0.001329279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005874822,"about_ca_system_score_gemma":0.0005135738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001774162,"about_ca_topic_score_gemma":0.002756789,"domain_scores_codex":[0.9977939,0.0008564693,0.00014187,0.0003424739,0.0005356339,0.0003296192],"domain_scores_gemma":[0.9658456,0.02283778,0.004957736,0.0009561894,0.002880474,0.002522102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005718147,0.0007505438,0.6274161,0.0002371222,0.0007284871,0.001969213,0.01191818,0.00571009,0.009641426,0.07002517,0.0152554,0.2506301],"study_design_scores_gemma":[0.0006216188,0.001393653,0.7604973,0.0002625952,0.0008761809,0.003120789,0.02328548,0.02457986,0.01434632,0.1008773,0.06982738,0.000311449],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9580317,0.000717292,0.001257795,0.002832402,0.00005348525,0.00001514459,0.0001182485,0.00002422643,0.03694968],"genre_scores_gemma":[0.9951881,0.0001332711,0.000140524,0.0001043607,0.0000483195,0.000003743695,0.00003737397,0.000005156317,0.004339078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01069673,"threshold_uncertainty_score":0.03578418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01157679688595138,"score_gpt":0.2343558024328949,"score_spread":0.2227790055469436,"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."}}