{"id":"W2269793059","doi":"10.2139/ssrn.892633","title":"That Ship has Sailed: Unaffiliated Analysts' Recommendation Performance for IPO Firms","year":2006,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Initial public offering; Business; Accounting; Finance; Commerce; Monetary economics; Financial economics; Economics","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":[0.005243928,0.0001865442,0.0002438682,0.001104562,0.0009663633,0.004222357,0.0005193905,0.002046157,0.005720339],"category_scores_gemma":[0.05806665,0.0001705721,0.000232939,0.001431901,0.0007337595,0.003166912,0.001082358,0.002036623,0.001438974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001230973,"about_ca_system_score_gemma":0.001266359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01397089,"about_ca_topic_score_gemma":0.01767657,"domain_scores_codex":[0.9984841,0.0004082843,0.0001329187,0.0002292208,0.0005083318,0.0002371601],"domain_scores_gemma":[0.9572476,0.01499065,0.01406433,0.002998823,0.006910854,0.003787733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001433439,0.0003132354,0.8237705,0.00006066674,0.0001505485,0.0003823776,0.0027503,0.000872544,0.001290625,0.004609878,0.05103414,0.1133317],"study_design_scores_gemma":[0.0000507187,0.0004391697,0.9708241,0.00005592017,0.0001232524,0.0001817136,0.004502147,0.003121954,0.001698307,0.004133167,0.01482739,0.00004204993],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.959228,0.0004224146,0.0002193873,0.01901067,0.0002362676,0.000009681484,0.0005416782,0.0001042983,0.02022758],"genre_scores_gemma":[0.9966335,0.0001098929,0.00006647486,0.0008909485,0.000154496,0.000001919575,0.0001725819,0.00001932979,0.00195089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01397089,"threshold_uncertainty_score":0.0277791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01378771839790946,"score_gpt":0.213222266621913,"score_spread":0.1994345482240036,"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."}}