{"id":"W7133063054","doi":"","title":"Digitally Mediated Support for Lifelong Culture and Language Learning","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lifelong learning; Immigration; Informal learning; Adult education; Language acquisition; Digital learning; Educational technology; Experiential learning; Digital native; Informal education","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0006623353,0.0005650549,0.0005725629,0.0003010004,0.001313366,0.000926393,0.001567141,0.0003212658,0.0003649898],"category_scores_gemma":[0.001023954,0.0006246769,0.0001490346,0.0005629181,0.0000998137,0.0005273133,0.0008496626,0.001295796,0.00003084587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001445501,"about_ca_system_score_gemma":0.0006899083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001842838,"about_ca_topic_score_gemma":0.0001189833,"domain_scores_codex":[0.9973095,0.0002590903,0.0004791806,0.0006466997,0.0006483877,0.0006571399],"domain_scores_gemma":[0.9974914,0.0008032581,0.0005282934,0.0006774181,0.0003347036,0.0001649883],"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":[0.00009732333,0.00007391543,0.0003969123,0.0009360059,0.0002061922,0.00007837327,0.9794031,0.0002015006,0.0005717975,0.002993555,0.004702984,0.01033838],"study_design_scores_gemma":[0.001765967,0.001722646,0.003385677,0.0006738472,0.000166883,0.0001400072,0.4785022,0.01721822,0.001681231,0.0003667871,0.4917555,0.002621009],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7219169,0.02206655,0.05843153,0.005714329,0.01423996,0.007063051,0.0002504973,0.003145604,0.1671716],"genre_scores_gemma":[0.3565035,0.001389102,0.01777603,0.0009406416,0.0003966391,0.0005471064,0.008784141,0.0002363533,0.6134264],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5009009,"threshold_uncertainty_score":0.9999868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01781362801263807,"score_gpt":0.3290668095595929,"score_spread":0.3112531815469548,"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."}}