{"id":"W4410880717","doi":"10.37213/cjal.2024.33561","title":"A youth perspective on the challenges related to fostering linguistic security in the classroom: New insights from the English-dominant context of British Columbia","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Applied Linguistics","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Perspective (graphical); Context (archaeology); Linguistics; Sociology; Pedagogy; History; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002562195,0.0005794005,0.0006443513,0.002422943,0.03744048,0.01145604,0.001911023,0.001614129,0.002767547],"category_scores_gemma":[0.002799095,0.0005691473,0.0002798031,0.003093217,0.009269278,0.002361509,0.005894116,0.004639542,0.00035975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05517461,"about_ca_system_score_gemma":0.06675969,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9721341,"about_ca_topic_score_gemma":0.9860437,"domain_scores_codex":[0.996998,0.0008734097,0.00008129301,0.000214371,0.0004229491,0.001410021],"domain_scores_gemma":[0.9969109,0.0007268643,0.0002807006,0.00007367736,0.0008458206,0.001162158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001582609,0.00002296433,0.01170411,0.00003687486,0.000003707983,0.001544825,0.9771851,0.00003095415,0.000445152,0.003283411,0.00107925,0.004647885],"study_design_scores_gemma":[0.000001418424,0.000005809865,0.008088054,0.00008383511,0.000004878178,0.0001432929,0.979872,0.00003573496,0.00006699859,0.0002357372,0.01145053,0.00001176589],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613365,0.001647034,0.0002998831,0.006318798,0.00005566102,0.00002845594,0.00008223623,0.00001363949,0.03021783],"genre_scores_gemma":[0.9900631,0.001251368,0.0001847298,0.0007149968,0.000007361863,0.00002087504,0.00004197991,0.0000193378,0.007696245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05517461,"threshold_uncertainty_score":0.4003217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04502473014611362,"score_gpt":0.3309043781041567,"score_spread":0.2858796479580431,"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."}}