{"id":"W2101591616","doi":"10.2139/ssrn.2031952","title":"Ageing and Literacy Skills: Evidence from Canada, Norway and the United States","year":2012,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia Hospital; University of British Columbia","funders":"","keywords":"Literacy; Ageing; Political science; Psychology; Gerontology; Pedagogy; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002665858,0.00006559886,0.00009411784,0.00004063248,0.0007279691,0.0001748401,0.0001244545,0.00002827185,0.00003544689],"category_scores_gemma":[0.0003223835,0.00004298755,0.00001704327,0.000163706,0.0001281674,0.0003809225,0.00001733618,0.0004747301,0.000003172818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000393098,"about_ca_system_score_gemma":0.002462209,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9260858,"about_ca_topic_score_gemma":0.8308884,"domain_scores_codex":[0.9981847,0.0004213118,0.000149986,0.00006891602,0.0002063873,0.0009686665],"domain_scores_gemma":[0.9988633,0.0007301644,0.0001171491,0.0000668437,0.00007629881,0.0001462938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004207072,0.00003587058,0.2878914,0.000009536251,0.0001874821,0.000001863806,0.4624723,0.000006379727,0.00007734311,0.2218621,0.002261284,0.02515228],"study_design_scores_gemma":[0.001402992,0.00006200609,0.1968646,0.0003213467,0.0001116993,0.000133448,0.3399892,0.00004588313,0.00004169596,0.104388,0.3561592,0.0004798181],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709895,0.01710382,0.000039923,0.01137428,0.0002309561,0.00006885669,0.000002344407,0.000004257717,0.0001860946],"genre_scores_gemma":[0.9768173,0.02016253,0.00001048186,0.0005391873,0.0009956559,0.000002637002,0.000001332844,0.000005081014,0.001465853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3538979,"threshold_uncertainty_score":0.5599024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01304628053850516,"score_gpt":0.3135855375125145,"score_spread":0.3005392569740094,"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."}}