{"id":"W4316670166","doi":"10.31234/osf.io/j4f6r","title":"Are proactive financial self-control strategies more effective in reducing spending than reactive strategies?","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Financial Literacy, Pension, Retirement Analysis","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Temptation; Control (management); Self-control; Psychology; Economics; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002273263,0.0002693492,0.0003888276,0.0006996371,0.0002948865,0.001796538,0.000396738,0.0008735529,0.005886502],"category_scores_gemma":[0.01580667,0.0002666199,0.0004307168,0.0006116116,0.001054869,0.001565117,0.0004437482,0.0006068,0.0004503946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000434483,"about_ca_system_score_gemma":0.0006447543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001868112,"about_ca_topic_score_gemma":0.002319877,"domain_scores_codex":[0.9987507,0.0004974345,0.0000773043,0.0002032518,0.0002416551,0.0002296899],"domain_scores_gemma":[0.9910739,0.00405458,0.002960591,0.000487972,0.0005344262,0.0008885483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001863517,0.00323089,0.7234124,0.000966717,0.001084069,0.000150481,0.005011518,0.0006666353,0.004859793,0.008482838,0.00212429,0.2481468],"study_design_scores_gemma":[0.0001371452,0.0006737667,0.9884298,0.0002458746,0.0002634641,0.0001005956,0.001793337,0.0005816383,0.001335253,0.003791069,0.002619807,0.00002822122],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861313,0.0009873464,0.0006880343,0.001358206,0.00003757993,0.00003328867,0.0001140464,0.00001173557,0.01063829],"genre_scores_gemma":[0.9979485,0.0004647718,0.0006057846,0.0002349883,0.00002557523,0.00003858376,0.00005113434,0.000007928233,0.0006227804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005886502,"threshold_uncertainty_score":0.0196923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02122593917242247,"score_gpt":0.2672209389412721,"score_spread":0.2459949997688496,"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."}}