{"id":"W4391617487","doi":"10.32920/25164623","title":"Using Gamification To Influence User Success In Personal Finance Applications","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Financial Literacy, Pension, Retirement Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Financial literacy; Product (mathematics); Empowerment; Intervention (counseling); Mobile device; Literacy; Financial services; Business; Finance; Marketing; Public relations; Political science; Psychology; Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006901906,0.0005133371,0.0004240505,0.001381697,0.001191608,0.005421007,0.0006548323,0.0009546857,0.007039679],"category_scores_gemma":[0.05269812,0.0003236098,0.000616417,0.0006429753,0.001029301,0.001845972,0.001905639,0.001519715,0.00123018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00122194,"about_ca_system_score_gemma":0.001812072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009436847,"about_ca_topic_score_gemma":0.01062422,"domain_scores_codex":[0.9957461,0.002285218,0.0001842615,0.0003082996,0.0009456613,0.0005305074],"domain_scores_gemma":[0.9788749,0.01492065,0.001593424,0.0007046177,0.001932098,0.001974448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001303902,0.008408681,0.5241804,0.001070853,0.0002454002,0.0004824034,0.1096417,0.001849578,0.004351195,0.004968508,0.00705215,0.3364453],"study_design_scores_gemma":[0.0002779722,0.004559425,0.8141372,0.001574771,0.0004586269,0.000446257,0.1090099,0.01884538,0.005332346,0.005987987,0.03902049,0.0003497116],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837842,0.0001133473,0.001412489,0.0004067827,0.00001915037,0.0002397206,0.00004118738,0.00008837736,0.01389474],"genre_scores_gemma":[0.9928907,0.0001526371,0.003700719,0.00009223108,0.000004070408,0.0002238879,0.00004564812,0.00002542576,0.002864763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009436847,"threshold_uncertainty_score":0.03650117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02844274461232257,"score_gpt":0.2931278467063889,"score_spread":0.2646851020940663,"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."}}