{"id":"W4404164630","doi":"10.3389/feduc.2024.1464741","title":"Bridging worlds with words: translanguaging and its impact on identity formation among Jordanian graduate students in Ontario","year":2024,"lang":"en","type":"article","venue":"Frontiers in Education","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Translanguaging; Bridging (networking); Identity (music); Graduate students; Computer science; Sociology; Linguistics; Mathematics education; Pedagogy; Psychology; Art; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.0006454285,0.0001037758,0.0001108326,0.000558604,0.000123586,0.0003191943,0.0001239799,0.00004546435,0.0000429914],"category_scores_gemma":[0.00004479478,0.00009692876,0.00002468202,0.0005836864,0.00004404707,0.001130423,0.000006851495,0.0002582949,0.000005901092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001156848,"about_ca_system_score_gemma":0.0008708346,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1804249,"about_ca_topic_score_gemma":0.5590607,"domain_scores_codex":[0.9989775,0.0001156356,0.0001825474,0.0001916292,0.0003057627,0.0002269165],"domain_scores_gemma":[0.9997321,0.0000232641,0.00004607875,0.00007423542,0.00003083488,0.00009348775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001954466,0.0001029046,0.5277182,0.00002958146,0.0000091682,0.000001645206,0.4104926,0.00005299149,0.000002521426,0.0005859314,0.0007242168,0.06026066],"study_design_scores_gemma":[0.0002011283,0.00002038619,0.9540616,0.0004783998,0.0000117039,9.994151e-7,0.04175124,0.001108879,0.00001823884,0.0006874645,0.001507681,0.0001523212],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929247,0.0004595016,0.0003887073,0.0006707736,0.001614914,0.0003639689,0.000001329838,0.00003473644,0.003541403],"genre_scores_gemma":[0.9977583,0.00008412819,0.0002976135,0.0001143147,0.0001566486,0.00003644559,0.00001578608,0.00001029099,0.001526526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4263434,"threshold_uncertainty_score":0.8250327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0286836675048416,"score_gpt":0.4200567707819157,"score_spread":0.3913731032770741,"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."}}