{"id":"W4408332319","doi":"10.1002/asi.24990","title":"“Am I being responsible?”: Navigating coming‐of‐age transitions through personal financial information management","year":2025,"lang":"en","type":"article","venue":"Journal of the Association for Information Science and Technology","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Business; Finance","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00719651,0.00009397285,0.0002279188,0.001460543,0.0007582292,0.0004086186,0.0008516752,0.0001163465,0.000005312498],"category_scores_gemma":[0.005675674,0.00006691662,0.0001225585,0.004269435,0.0002522817,0.008533185,0.0001786285,0.0002454886,0.000006692338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000269243,"about_ca_system_score_gemma":0.0003525726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002280499,"about_ca_topic_score_gemma":0.000002980616,"domain_scores_codex":[0.9967151,0.00003929061,0.00135035,0.00007657247,0.001609986,0.0002087385],"domain_scores_gemma":[0.9947091,0.0002851349,0.001910477,0.0001770922,0.002889588,0.00002866133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001180781,0.00004405293,0.01802926,0.00008038353,0.00005961875,4.186664e-7,0.01161487,0.0001878907,0.0005267113,0.7893211,0.01124848,0.1687691],"study_design_scores_gemma":[0.004722257,0.000323759,0.14507,0.0006587492,0.0002825043,0.00003062493,0.04617915,0.007335079,0.008155258,0.3239435,0.4628718,0.0004273268],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8891174,0.00004139744,0.04487844,0.04124594,0.001800513,0.001054502,0.00007518868,0.00005562384,0.02173097],"genre_scores_gemma":[0.9941995,0.00002358024,0.004357434,0.001102636,0.00001574776,0.00001429218,0.000003444019,0.000001415877,0.0002820209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4653777,"threshold_uncertainty_score":0.6794723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04804583575199538,"score_gpt":0.3798364655106128,"score_spread":0.3317906297586174,"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."}}