{"id":"W4414690354","doi":"10.3390/jrfm18100554","title":"Investigation of the Antecedents of Personal Saving Behavior: A Systematic Literature Review Using TCM-ADO Framework","year":2025,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Financial Literacy, Pension, Retirement Analysis","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Delhi","keywords":"Systematic review","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":[0.01030076,0.001142978,0.003571914,0.02169775,0.0009214354,0.002278241,0.00110796,0.001130175,0.003050153],"category_scores_gemma":[0.03382245,0.0007865945,0.004571829,0.01695508,0.0009610999,0.002351577,0.00133895,0.000955214,0.0002268318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003024106,"about_ca_system_score_gemma":0.01933762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006960146,"about_ca_topic_score_gemma":0.02121952,"domain_scores_codex":[0.9945911,0.001673172,0.002023204,0.0004389978,0.00113592,0.0001376401],"domain_scores_gemma":[0.9665431,0.02670136,0.003749447,0.000464657,0.002287432,0.00025401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001488542,0.00007823961,0.007860683,0.8155427,0.005923045,0.0003683855,0.001115507,0.0004346485,0.0003697866,0.002797296,0.002322757,0.1630379],"study_design_scores_gemma":[0.0001490641,0.0003814422,0.02728667,0.8641704,0.05127884,0.001059379,0.002327665,0.0005504178,0.0005765315,0.00305121,0.0490705,0.00009789754],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005355285,0.9898562,0.001302618,0.0009405735,0.0001209018,0.0007068022,0.0007726278,0.00001371293,0.0009312331],"genre_scores_gemma":[0.04388873,0.9488736,0.004349859,0.0006947321,0.0001025709,0.00128729,0.0006105428,0.00000586225,0.0001868725],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02169775,"threshold_uncertainty_score":0.05447626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01059008441035488,"score_gpt":0.2360983092902049,"score_spread":0.22550822487985,"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."}}