{"id":"W4413680887","doi":"10.1515/applirev-2025-0162","title":"Manifestations of translanguaging and transknowledging in the assemblage of EAP writing","year":2025,"lang":"en","type":"article","venue":"Applied Linguistics Review","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Concordia University","funders":"","keywords":"Translanguaging; Linguistics; Assemblage (archaeology); Applied linguistics; Sociology; Psychology; History; Philosophy; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01389911,0.0004154377,0.0005138539,0.003154558,0.00793006,0.01212326,0.001744489,0.001303568,0.003630993],"category_scores_gemma":[0.01735615,0.0002457122,0.000289623,0.004017135,0.02736776,0.008058919,0.01037076,0.00248538,0.0003292468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009203863,"about_ca_system_score_gemma":0.01771592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03888218,"about_ca_topic_score_gemma":0.08203092,"domain_scores_codex":[0.9886713,0.00690303,0.0004243732,0.0007510937,0.00242108,0.0008291188],"domain_scores_gemma":[0.9851496,0.009313702,0.001621344,0.001566007,0.001555987,0.0007934199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004547163,0.00003709673,0.003507067,0.0006016552,0.00001487227,0.001348756,0.7840433,0.0001404665,0.00119963,0.1049131,0.001038218,0.1031103],"study_design_scores_gemma":[0.0000176672,0.00009370179,0.01124091,0.001770219,0.00002685915,0.001475289,0.7517744,0.0002454019,0.001848217,0.02759333,0.2038759,0.00003803116],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7137403,0.01598641,0.01179196,0.01099237,0.0002983748,0.0002166131,0.00007172665,0.0001366862,0.2467656],"genre_scores_gemma":[0.9908964,0.002907409,0.001511411,0.0001814248,0.00002058257,0.0000312868,0.00001660382,0.00002408323,0.00441074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03888218,"threshold_uncertainty_score":0.07731175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04969507235282768,"score_gpt":0.4841459054495804,"score_spread":0.4344508330967528,"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."}}