{"id":"W4389574598","doi":"10.1515/eduling-2023-0018","title":"University researcher-instructor partnership: Co-learning of trans/plurilingual pedagogies for critical language awareness in French L2/Lx classrooms","year":2023,"lang":"en","type":"article","venue":"Educational Linguistics","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bishop's University","funders":"","keywords":"Translanguaging; Reflexivity; Praxis; Pedagogy; Sociology; General partnership; Transformative learning; Action research; Political science; Social science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001057996,0.00009955163,0.0001673987,0.0003021883,0.0004001973,0.00003732536,0.0002832324,0.0001288795,0.0004239067],"category_scores_gemma":[0.03878265,0.0001201229,0.00007177668,0.0006169042,0.0004588348,0.00003600495,0.00002056796,0.0002491714,0.00002130056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000168123,"about_ca_system_score_gemma":0.003754823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004749645,"about_ca_topic_score_gemma":0.002627083,"domain_scores_codex":[0.9984539,0.0002885182,0.0002503508,0.0002277191,0.0003887687,0.0003907579],"domain_scores_gemma":[0.9954631,0.00349389,0.0000695318,0.0001265205,0.0006754299,0.0001715413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004516197,0.0002058501,0.04045218,0.0001990971,0.00001476356,0.000003673034,0.249498,0.0001450977,0.00004907942,0.7042106,0.003452209,0.001724301],"study_design_scores_gemma":[0.0005238314,0.00005950576,0.05395109,0.00008532431,0.00002163478,3.854096e-7,0.2208224,0.0007817407,0.0001624488,0.00674115,0.7165684,0.000282051],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9265169,0.0001096191,0.0001333858,0.003875708,0.00219467,0.0004055487,0.0002519592,0.0001359803,0.06637625],"genre_scores_gemma":[0.9799312,0.00003631007,0.001550551,0.00003373091,0.002143457,0.000009064349,0.0002213306,0.0000141451,0.01606023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7131162,"threshold_uncertainty_score":0.9693141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1776878843738465,"score_gpt":0.5436405618940624,"score_spread":0.3659526775202159,"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."}}