{"id":"W4411295301","doi":"10.1111/1911-3846.13058","title":"Do brokers manage the distribution of stock recommendations?","year":2025,"lang":"en","type":"article","venue":"Contemporary Accounting Research","topic":"Financial Markets and Investment Strategies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Monash University; Massey University; Accounting and Finance Association of Australia and New Zealand","keywords":"Business; Distribution (mathematics); Stock (firearms); Finance; Geography; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008351591,0.0001966921,0.0004726945,0.001028747,0.0006826125,0.003003034,0.0007528968,0.001327587,0.00496714],"category_scores_gemma":[0.07619753,0.0003359929,0.0002490582,0.0008440285,0.000732562,0.003979546,0.0008051532,0.0009013261,0.001042668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001191749,"about_ca_system_score_gemma":0.0009210646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006177926,"about_ca_topic_score_gemma":0.004320996,"domain_scores_codex":[0.9965591,0.001393824,0.0003029218,0.0005180739,0.0008329321,0.0003932122],"domain_scores_gemma":[0.923734,0.03210532,0.03079148,0.005575715,0.004214641,0.003578862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008224819,0.0005724686,0.7924331,0.0001079877,0.0003010222,0.0003721203,0.00310479,0.006899949,0.006467656,0.008075193,0.003591234,0.1772519],"study_design_scores_gemma":[0.0003090278,0.0006544148,0.9002038,0.00006589184,0.0001483149,0.0006966109,0.004252966,0.05099811,0.002805074,0.0287313,0.01103347,0.0001010001],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768759,0.0007579184,0.007278976,0.00257473,0.00003732548,0.0000481825,0.0001063303,0.000124475,0.01219603],"genre_scores_gemma":[0.9980939,0.0001066145,0.001065862,0.00008008513,0.00005244403,0.000004913731,0.00002588417,0.000008236755,0.000561995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008351591,"threshold_uncertainty_score":0.044168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1044992732787009,"score_gpt":0.3317717191788357,"score_spread":0.2272724459001348,"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."}}