{"id":"W3209842674","doi":"10.1145/3462204.3481791","title":"Intersectional Approaches for Supporting Casual Language and Culture Learning in Immigrant Families","year":2021,"lang":"en","type":"article","venue":"","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Grandparent; Casual; Immigration; Storytelling; Context (archaeology); Heritage language; Sociology; Lifelong learning; Language acquisition; Pedagogy; Computer science; Psychology; Mathematics education; Narrative; Linguistics; Developmental psychology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002441674,0.0000735408,0.00009598004,0.00006937377,0.0001148121,0.000123537,0.0001816651,0.00003629915,0.000005113796],"category_scores_gemma":[0.0001468463,0.00006601951,0.00002526927,0.000153253,0.00002923712,0.0002049808,0.0002828467,0.0001608608,0.000001120951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000233088,"about_ca_system_score_gemma":0.00005802418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001408845,"about_ca_topic_score_gemma":0.0007601242,"domain_scores_codex":[0.9994111,0.00005809002,0.0001388006,0.0001502783,0.0000806775,0.0001610233],"domain_scores_gemma":[0.9996542,0.0001317575,0.00003268615,0.0001212259,0.00004203956,0.0000180982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000157818,0.0001043809,0.02018123,0.0003080245,0.00006516994,0.0001066203,0.6870031,0.000750748,0.002812129,0.1650852,0.00108379,0.1224838],"study_design_scores_gemma":[0.001362501,0.0001890681,0.01972578,0.0002098674,0.00000803392,0.0005897682,0.6509805,0.2745762,0.03069158,0.009632106,0.01120604,0.0008284879],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7481266,0.0003820583,0.2421335,0.001260898,0.000198868,0.0001166388,0.000001482952,0.0001819316,0.007598028],"genre_scores_gemma":[0.9287975,0.00001090321,0.06652358,0.0001244882,0.00002478003,0.00001667381,0.00001051031,0.000004681955,0.00448681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2738255,"threshold_uncertainty_score":0.2692198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0343255239254853,"score_gpt":0.2697781892360486,"score_spread":0.2354526653105633,"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."}}