{"id":"W3122011376","doi":"10.1177/0148558x17719206","title":"The Impact of Economy-Wide Sentiment on Analysts’ Research Activities","year":2017,"lang":"en","type":"article","venue":"Journal of Accounting Auditing & Finance","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"University of Michigan","keywords":"Proxy (statistics); Sentiment analysis; Volatility (finance); Consumer confidence index; Business; Stock (firearms); Market sentiment; Private information retrieval; Stock market; Price discovery; Index (typography); Financial economics; Economics; Monetary economics; Accounting; Marketing; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00299419,0.0002285254,0.0002014357,0.0008250547,0.0002265454,0.00146852,0.0001544778,0.0003175811,0.001985678],"category_scores_gemma":[0.01903371,0.0001289443,0.0002205515,0.0008509143,0.0003138034,0.0007284617,0.0005005636,0.0004256153,0.0003948125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003767541,"about_ca_system_score_gemma":0.0003821769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001420676,"about_ca_topic_score_gemma":0.003124498,"domain_scores_codex":[0.9983925,0.0006162698,0.0001930617,0.0002176005,0.0004184063,0.0001622033],"domain_scores_gemma":[0.9536577,0.02186439,0.01850284,0.001516541,0.002998334,0.001460073],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002355561,0.00008681836,0.9708734,0.00003945343,0.0001584225,0.0001047381,0.0005377574,0.0006490456,0.003197446,0.0006083787,0.0003684086,0.02314061],"study_design_scores_gemma":[0.000005358604,0.00009736582,0.9956954,0.00001112762,0.00005249988,0.00007475335,0.0004236806,0.001020425,0.001160783,0.0005508506,0.0008972964,0.00001049597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912606,0.0003079698,0.001044181,0.0002898677,0.00001495583,0.0000136824,0.0002480174,0.0000107128,0.006809955],"genre_scores_gemma":[0.9988415,0.0001355464,0.0003667719,0.00004040701,0.00002795378,0.000005899396,0.0001234778,0.000003214937,0.0004553656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9970058,"threshold_uncertainty_score":0.01583499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02569295524686383,"score_gpt":0.3071682846930313,"score_spread":0.2814753294461674,"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."}}