{"id":"W4226495820","doi":"10.1287/mnsc.2021.4283","title":"Public Concern About Immigration and Customer Complaints Against Minority Financial Advisors","year":2022,"lang":"en","type":"article","venue":"Management Science","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto; Chinese University of Hong Kong; University of Hong Kong; Nanyang Technological University","keywords":"Immigration; Business; Demographic economics; Public policy; Accounting; Political science; Public relations; Economics; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001588964,0.0001161167,0.000176329,0.0005206893,0.0008500273,0.000187659,0.0005235986,0.0000200544,0.0002787432],"category_scores_gemma":[0.0001492062,0.0001459362,0.00003529359,0.00104157,0.0003087178,0.0005415534,0.0006537301,0.000136574,0.0001797045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004438104,"about_ca_system_score_gemma":0.00004383473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002074759,"about_ca_topic_score_gemma":0.00003483684,"domain_scores_codex":[0.9985185,0.00001742895,0.0003205026,0.0005594829,0.0001627405,0.0004213832],"domain_scores_gemma":[0.9993223,0.00002630452,0.0002091365,0.000307479,0.00002048646,0.0001142917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001589984,0.0001276533,0.3512088,0.00006588287,0.00001703927,0.00001747466,0.001158012,0.0005707808,0.00005795897,0.6089855,0.00792311,0.02985185],"study_design_scores_gemma":[0.0006889118,0.00005331037,0.5406691,0.000005118678,0.000004823289,0.000002454661,0.0002965048,0.01451557,0.00001014076,0.00627612,0.4371388,0.0003391425],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8835553,0.0003793024,0.002703494,0.002232451,0.0009003788,0.0005091705,0.00008183969,0.00007061043,0.1095674],"genre_scores_gemma":[0.995658,0.00008947683,0.0001843463,0.002413708,0.00003486486,0.00004763674,0.000009068539,0.000006403834,0.001556447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6027094,"threshold_uncertainty_score":0.6537809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0599968470338019,"score_gpt":0.2542093434650237,"score_spread":0.1942124964312218,"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."}}