{"id":"W4399739451","doi":"10.1287/mnsc.2022.02650","title":"Trading Gamification and Investor Behavior","year":2024,"lang":"en","type":"article","venue":"Management Science","topic":"Financial Markets and Investment Strategies","field":"Economics, Econometrics and Finance","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; The Scarborough Hospital; University of Toronto","funders":"","keywords":"Business; Economics; Financial economics; Microeconomics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002334688,0.0004460942,0.000725466,0.0004098045,0.0003431469,0.00164037,0.0005261422,0.001188945,0.03062764],"category_scores_gemma":[0.01590647,0.0003305688,0.0004538947,0.0002862105,0.0004464094,0.0009738132,0.0008962631,0.001357209,0.0021833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003148135,"about_ca_system_score_gemma":0.0002386484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004651228,"about_ca_topic_score_gemma":0.000561548,"domain_scores_codex":[0.999033,0.000406785,0.00007015258,0.0002403664,0.0001395747,0.0001101097],"domain_scores_gemma":[0.978819,0.01477073,0.003171562,0.001890082,0.0004473387,0.0009012315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02652637,0.05201481,0.5664119,0.002009768,0.0009548815,0.0005877196,0.003046057,0.01398317,0.08062118,0.03521263,0.02094844,0.1976831],"study_design_scores_gemma":[0.003148927,0.01914897,0.8263518,0.0002300815,0.0006536004,0.0004434637,0.0008557038,0.06048279,0.02067747,0.05354539,0.01423557,0.0002260811],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859756,0.0001607041,0.003858886,0.0004035504,0.00005484096,0.0002219458,0.00194,0.0001514883,0.007233],"genre_scores_gemma":[0.9851556,0.0001173262,0.006832389,0.0003049953,0.00003863436,0.001094742,0.001240845,0.00005487463,0.005160507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03062764,"threshold_uncertainty_score":0.1024597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0416123770720563,"score_gpt":0.2371567744444372,"score_spread":0.1955443973723809,"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."}}