{"id":"W4200527048","doi":"10.1177/10451595211046971","title":"Individual Learning Accounts: A Comparison of Implemented and Proposed Initiatives","year":2021,"lang":"en","type":"article","venue":"Adult Learning","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Education Sciences","keywords":"Lifelong learning; Voucher; Adult education; Literacy; Population; Numeracy; Population ageing; Financial literacy; Economic growth; Business; Political science; Medical education; Psychology; Public relations; Economics; Pedagogy; Sociology; Medicine; Accounting","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":[],"consensus_categories":[],"category_scores_codex":[0.0005143243,0.00006548743,0.0001677231,0.00005911155,0.0005071528,0.00008435702,0.00007012594,0.0000539335,0.0002159346],"category_scores_gemma":[0.001533423,0.00006749716,0.00002717493,0.0002973454,0.0001085581,0.0002042059,0.00004388485,0.0002329664,0.0000106285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002047121,"about_ca_system_score_gemma":0.0002718111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001456643,"about_ca_topic_score_gemma":0.0005900943,"domain_scores_codex":[0.9985703,0.0005891398,0.000241076,0.0001419783,0.0002656579,0.0001918561],"domain_scores_gemma":[0.9991229,0.0002092446,0.000233833,0.00005264612,0.0003165459,0.00006480336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000002690031,0.00002992848,0.7097853,0.0000245946,0.00002868816,5.868614e-7,0.268416,0.00001267878,0.0003304003,0.01626424,0.0001093161,0.004995633],"study_design_scores_gemma":[0.0004183889,0.00007328021,0.1216007,0.0001084891,0.00002077239,0.000001281092,0.7605619,0.00006306754,0.001092114,0.00007713074,0.1158431,0.0001397538],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792467,0.0002414535,0.00004973131,0.0006944447,0.00009870111,0.00009248433,0.000002953918,0.00003873324,0.01953483],"genre_scores_gemma":[0.9985462,0.00007267735,0.0002167032,0.00007676059,0.0001469673,0.000003927351,0.00002030524,0.000007615887,0.0009088438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5881845,"threshold_uncertainty_score":0.3900661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05556215607191082,"score_gpt":0.4210737839936062,"score_spread":0.3655116279216953,"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."}}