{"id":"W4243547166","doi":"10.32920/ryerson.14651556.v1","title":"Financial Socialization for Digital Natives: A New Way to Teach Children About Money","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Financial Literacy and Behavior","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gratification; Socialization; Work (physics); Peer pressure; Public relations; Marketing; Finance; Psychology; Business; Social psychology; Political science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0001528731,0.0003860488,0.0004521907,0.0002571912,0.0002494097,0.002198564,0.000406725,0.000338299,0.00021456],"category_scores_gemma":[0.0006204854,0.0003850219,0.0003210166,0.0003696504,0.0000232135,0.001264879,0.0008505127,0.000273787,0.0001060525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007012494,"about_ca_system_score_gemma":0.0002171946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009542785,"about_ca_topic_score_gemma":0.0002522206,"domain_scores_codex":[0.9981306,0.000005573151,0.0004708011,0.0007212702,0.0002943475,0.0003774524],"domain_scores_gemma":[0.9989868,0.00002367653,0.000276869,0.0002924183,0.0003961238,0.00002414011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000344794,0.001260227,0.0666277,0.001260521,0.0001616182,0.00001835987,0.002440829,0.0004927238,0.0001839377,0.166463,0.3877464,0.3729999],"study_design_scores_gemma":[0.002196146,0.0000567952,0.6031232,0.001217592,0.0004664656,0.00000193963,0.0002745218,0.0008706074,0.0002605468,0.02769305,0.3611277,0.002711387],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8611826,0.0002134706,0.1152637,0.002107557,0.003027162,0.003558696,0.0003143029,0.0005237857,0.01380871],"genre_scores_gemma":[0.9575087,0.000007199812,0.003815284,0.005124273,0.01271715,0.0003654876,0.006139164,0.0001161847,0.0142065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5364955,"threshold_uncertainty_score":0.9998602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01543091304122867,"score_gpt":0.2527896669790506,"score_spread":0.237358753937822,"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."}}