{"id":"W3151327156","doi":"10.1080/15348458.2021.1896969","title":"Text Production as Process: Negotiating Multiliterate Learning & Identities","year":2021,"lang":"en","type":"article","venue":"Journal of Language Identity & Education","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bishop's University","funders":"","keywords":"Translanguaging; Identity (music); Reflexivity; Sociocultural evolution; Curriculum; Sociology; Neuroscience of multilingualism; Negotiation; Pedagogy; Literacy; Linguistics; Social science; Anthropology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001242374,0.00008948975,0.0001507669,0.0002224538,0.0005509826,0.0006109746,0.0001719221,0.00006742492,0.0008478175],"category_scores_gemma":[0.007119383,0.00009563492,0.00009180613,0.000532082,0.00007009682,0.001933221,0.00001374015,0.0003163114,0.0001019693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001888605,"about_ca_system_score_gemma":0.003371801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003329915,"about_ca_topic_score_gemma":0.002382478,"domain_scores_codex":[0.9982654,0.0004203044,0.0004395357,0.0001477314,0.0005359759,0.0001910248],"domain_scores_gemma":[0.9975302,0.00007899039,0.000588489,0.000122016,0.001544232,0.0001361316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000185835,0.0005627145,0.0137129,0.0001516567,0.00005134318,0.0000100522,0.9328818,0.0004403761,0.005639518,0.003560105,0.003142438,0.03982846],"study_design_scores_gemma":[0.0002887806,0.00003387581,0.01043388,0.0003688279,0.00009868265,0.0001839178,0.8571882,0.000027973,0.003166835,0.00242275,0.1254919,0.0002943219],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805485,0.002351486,0.00008928178,0.001820181,0.004103512,0.0001020668,7.130749e-7,0.00002772719,0.01095653],"genre_scores_gemma":[0.9299163,0.0004520427,0.0006426349,0.0001923837,0.003237848,0.000004334991,0.00001351689,0.00001179355,0.06552919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1223495,"threshold_uncertainty_score":0.9283007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03302399542350107,"score_gpt":0.4757616747683929,"score_spread":0.4427376793448918,"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."}}