{"id":"W4390271156","doi":"10.54254/2754-1169/65/20231625","title":"Review of COVID-19 Pandemic’s Impact on Investment Decisions under Behavioral Finance","year":2023,"lang":"en","type":"article","venue":"Advances in Economics Management and Political Sciences","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Irrationality; Behavioral economics; Herd behavior; Financial market; Economics; Overconfidence effect; Rationality; Pandemic; Financial economics; Finance; Psychology; Coronavirus disease 2019 (COVID-19); Social psychology; Political 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001505933,0.0001920238,0.0004718566,0.0005012218,0.0001218014,0.00004268488,0.000393721,0.00005565674,0.00008842009],"category_scores_gemma":[0.0003144301,0.0001782964,0.0001024674,0.0006319064,0.0004854888,0.0004442674,0.0002042994,0.0001080457,0.00009963562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004656774,"about_ca_system_score_gemma":0.00007654746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002222934,"about_ca_topic_score_gemma":0.00007892038,"domain_scores_codex":[0.9979808,0.00002796005,0.0007323851,0.0005615693,0.00005679559,0.0006404419],"domain_scores_gemma":[0.9986331,0.0005692485,0.0002503984,0.000287444,0.000008298714,0.0002515533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001209842,0.00005431874,0.09464118,0.0002455262,0.000009090012,0.000002687933,0.00004242804,0.003310632,1.36523e-7,0.898316,0.000488993,0.002876858],"study_design_scores_gemma":[0.0005930584,0.0002719248,0.04566337,0.0005786205,0.00001129534,0.00000353188,0.000170351,0.00199638,0.00000219679,0.8261945,0.1241733,0.0003415509],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8680303,0.04720682,0.0008192568,0.007835537,0.0007337162,0.001160532,0.0003683805,0.0001061714,0.07373933],"genre_scores_gemma":[0.7594307,0.22717,0.000346122,0.01271519,0.00002721037,0.00004140551,0.00001160883,0.00001010063,0.0002476934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1799632,"threshold_uncertainty_score":0.7270718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.141254925289013,"score_gpt":0.403572971763782,"score_spread":0.2623180464747691,"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."}}