{"id":"W7133300328","doi":"10.1093/applin/amaf089","title":"From language portraits to language playlists: Exploring sonic possibilities for language autobiographical research","year":2025,"lang":"en","type":"article","venue":"Applied Linguistics","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Narrative; Portrait; Interpersonal communication; Affordance; Frame (networking); On Language","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001377297,0.0001711408,0.000251049,0.0004264601,0.0006450904,0.0001984167,0.0004933005,0.0001774432,0.0002095385],"category_scores_gemma":[0.01493519,0.0001819714,0.00009694738,0.0008923042,0.0002693847,0.00001987021,0.0001057631,0.0003667255,0.00006634507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001804598,"about_ca_system_score_gemma":0.0007090276,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02223542,"about_ca_topic_score_gemma":0.005537225,"domain_scores_codex":[0.9979259,0.0001176727,0.0003501764,0.0004612283,0.0004385541,0.0007064046],"domain_scores_gemma":[0.996608,0.002323783,0.00005637619,0.0004353028,0.0003026637,0.0002738334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007145341,0.0001220171,0.0002217886,0.00006621666,0.00004128376,0.000007979342,0.4897908,0.000006455974,0.001253973,0.4872829,0.00747178,0.01366333],"study_design_scores_gemma":[0.0005202813,0.00003873962,0.001335017,0.0001343472,0.00004270513,1.0561e-7,0.5266077,0.000048137,0.003605697,0.008963325,0.4583127,0.0003912354],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.766254,0.0004730148,0.0002138443,0.001049993,0.001857322,0.001117921,0.0003135803,0.0003251902,0.2283951],"genre_scores_gemma":[0.9819368,0.00002280847,0.004131494,0.0009284182,0.004386983,0.0003260337,0.00009650529,0.00002825527,0.008142672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4783196,"threshold_uncertainty_score":0.9933624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1430916564633211,"score_gpt":0.5192864427744417,"score_spread":0.3761947863111206,"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."}}