{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005416007,0.00006601219,0.00007600935,0.0003029187,0.0001510491,0.0003966587,0.0001627947,0.00001481771,0.00008408885],"category_scores_gemma":[0.00001166173,0.00006946539,0.00001805908,0.0004835365,0.0002351707,0.0006341399,0.00005698883,0.00004009891,0.0001308404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005707801,"about_ca_system_score_gemma":0.000006850975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002134105,"about_ca_topic_score_gemma":0.000001040716,"domain_scores_codex":[0.9992412,0.000002095956,0.0001712167,0.0003731569,0.00004268051,0.0001696882],"domain_scores_gemma":[0.9997676,0.00000647855,0.00003389572,0.0001439417,0.000004317961,0.00004375362],"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":[4.466339e-7,0.00001039865,0.003440791,0.00003661322,0.000002467966,0.000004279842,0.0001191141,6.94684e-7,0.00008610223,0.9901497,0.0008222453,0.005327187],"study_design_scores_gemma":[0.0001243702,0.00005663043,0.5991646,0.00005324243,0.00001240379,0.000003420223,0.0002059927,0.01397278,0.0001162719,0.1733143,0.2126756,0.0003003457],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5847701,0.002772498,0.002051085,0.001241877,0.001034207,0.0003488381,0.00001152195,0.0001299968,0.4076398],"genre_scores_gemma":[0.9957387,0.000199407,0.001039548,0.0001525676,0.00002899483,0.0000438863,0.000001202826,0.000005836825,0.002789863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8168353,"threshold_uncertainty_score":0.3824989,"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."}}