{"id":"W7015777367","doi":"","title":"TRANSNATIONAL PARENT KNOWLEDGE IN HERITAGE LANGUAGE EDUCATION: A NARRATIVE INQUIRY WITH THREE CHINESE IMMIGRANT MOTHERS","year":2024,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heritage language; Immigration; Narrative; Narrative inquiry; First language; Language revitalization; Artifact (error); Language acquisition","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001143008,0.0002549764,0.0003445976,0.0007234095,0.0003614896,0.00004150647,0.000571968,0.0003077109,0.002166348],"category_scores_gemma":[0.000006796692,0.0003015971,0.000173645,0.001193037,0.0003553608,0.0009225992,0.00003778345,0.0004090543,0.00002575146],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002351031,"about_ca_system_score_gemma":0.005849151,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01953877,"about_ca_topic_score_gemma":0.5294549,"domain_scores_codex":[0.9987115,0.0001770277,0.0001394841,0.0004150979,0.0003098825,0.0002470674],"domain_scores_gemma":[0.9992368,0.00009452299,0.0001687828,0.0001957877,0.0001109711,0.000193115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000312969,0.0003176092,0.002688232,0.0002216681,0.00008706692,0.00004122069,0.9874925,0.00001080596,0.00001283249,0.005651762,0.0006831478,0.002480167],"study_design_scores_gemma":[0.000486202,0.00003991878,0.01438452,0.0002020311,0.000060156,6.26726e-7,0.9671608,0.00002317566,0.000006702554,0.0002215787,0.01711384,0.0003004503],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9495349,0.0003729449,0.000008392732,0.002713941,0.0005969615,0.0004162448,0.00009029568,0.0001138696,0.04615244],"genre_scores_gemma":[0.8502389,0.00006263109,0.0004546345,0.00003659619,0.0001406271,3.540543e-7,0.0007345663,0.00002393914,0.1483077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5099161,"threshold_uncertainty_score":0.9999436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01532928658550714,"score_gpt":0.3029811787635213,"score_spread":0.2876518921780141,"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."}}