{"id":"W1543944163","doi":"10.1186/s13616-015-0024-7","title":"Literacy education for low-educated second language learning adults in multilingual contexts: the case of Luxembourg","year":2015,"lang":"en","type":"article","venue":"Multilingual Education","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Literacy; Pedagogy; Citizen journalism; Order (exchange); Multilingualism; Political science; Adult literacy; Language acquisition; Sociology; Adult education; Psychology; Mathematics education; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007345781,0.0002900134,0.0002476408,0.0005637591,0.006320192,0.00258849,0.0005912906,0.001277392,0.005133902],"category_scores_gemma":[0.00112596,0.0001499876,0.0001942113,0.0007563352,0.002575846,0.001076257,0.002531144,0.001074478,0.000348065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008549224,"about_ca_system_score_gemma":0.004184681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1747036,"about_ca_topic_score_gemma":0.3169228,"domain_scores_codex":[0.999357,0.0002570346,0.00001414848,0.0000429184,0.0000270478,0.0003018251],"domain_scores_gemma":[0.9994851,0.0001845144,0.0000486028,0.00001779683,0.00004734439,0.0002165767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002007692,0.0005742791,0.08998056,0.0002779175,0.0000250747,0.05497449,0.7695621,0.0004113435,0.002119941,0.03101872,0.004301478,0.04655343],"study_design_scores_gemma":[0.00005425623,0.0002740871,0.07499541,0.0003630015,0.00002770506,0.003114138,0.8732118,0.0003169721,0.000423495,0.001438804,0.04575421,0.00002602821],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915693,0.0002832835,0.00005681204,0.001689523,0.00001012436,0.00001345852,0.00001216804,0.000003274384,0.006361986],"genre_scores_gemma":[0.99563,0.0002457097,0.0001138571,0.0003124383,0.000005659426,0.00001019425,0.00001443472,0.000003214049,0.003664417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1747036,"threshold_uncertainty_score":0.3473733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02690177894223704,"score_gpt":0.4377266357564716,"score_spread":0.4108248568142345,"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."}}