{"id":"W4409645444","doi":"10.33423/jabe.v27i2.7607","title":"Differences in Investment Behavior – A Quantitative Study on the Effects of Robo-Advisors and Human Financial Advisors","year":2025,"lang":"en","type":"article","venue":"Journal of Applied Business and Economics","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Investment (military); Business; Finance; Psychology; Economics; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002685522,0.0002222741,0.0001935912,0.0006003741,0.0005698598,0.0008278563,0.0001795489,0.0004376812,0.003260602],"category_scores_gemma":[0.01431175,0.0001325208,0.0001542666,0.0002322902,0.0005805948,0.0006094455,0.0006332693,0.000501115,0.0004368784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003658466,"about_ca_system_score_gemma":0.0002244314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001249331,"about_ca_topic_score_gemma":0.001818275,"domain_scores_codex":[0.9977958,0.001335615,0.0001194144,0.0002046149,0.0003582087,0.0001862354],"domain_scores_gemma":[0.9869962,0.006943593,0.003456804,0.0004922519,0.0009541064,0.001156983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001262908,0.002791164,0.815209,0.0002218505,0.0000970373,0.0004586173,0.09074823,0.0003008899,0.01353435,0.0007570579,0.001147698,0.07347131],"study_design_scores_gemma":[0.00002694505,0.001340872,0.9472717,0.00005719802,0.0000266195,0.0003684191,0.04204117,0.0005386417,0.002133832,0.0002808314,0.00586285,0.00005092603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985541,0.00002363119,0.0001515011,0.0000262603,0.000002676467,0.00001660333,0.00003358948,0.000002942584,0.001188816],"genre_scores_gemma":[0.9983564,0.00004041475,0.0004457518,0.00005483515,0.00000651359,0.0000574106,0.00007638284,0.000003330813,0.0009588329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003260602,"threshold_uncertainty_score":0.01420254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01778287910162674,"score_gpt":0.2292014931982472,"score_spread":0.2114186140966205,"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."}}