{"id":"W4313408384","doi":"10.15845/bells.v12i2.3832","title":"Communities of practice and lexical variation in the Montréal Turkish community","year":2022,"lang":"en","type":"article","venue":"Bergen Language and Linguistics Studies","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Turkish; Sociology; Ethnic group; Ethnography; Socialization; Participant observation; Immigration; Ideology; Gender studies; Style (visual arts); Politics; Social science; Geography; Political science; Anthropology; Linguistics; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004431757,0.00006538676,0.0001534831,0.00004776265,0.001281547,0.00002471001,0.0001694775,0.00002657547,0.00002019234],"category_scores_gemma":[0.01581416,0.0000536786,0.00001668028,0.0001733066,0.0003188876,0.00002055628,0.000252177,0.0004688199,1.70283e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003039419,"about_ca_system_score_gemma":0.0000278754,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09781826,"about_ca_topic_score_gemma":0.02984567,"domain_scores_codex":[0.9955818,0.003828424,0.0001595791,0.00005887779,0.0002439082,0.0001274329],"domain_scores_gemma":[0.9955752,0.004032574,0.0001032824,0.0001540531,0.0001160519,0.00001883517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001473977,0.00007696088,0.00229773,0.0000246437,0.00004166894,0.00001831844,0.9664163,0.00003225552,0.00001778482,0.02856397,0.0002946147,0.002200994],"study_design_scores_gemma":[0.000152243,0.00009143884,0.007132272,0.00001091124,0.00005155539,0.00000333257,0.9306461,0.000042658,0.00000293884,0.0014881,0.06030788,0.00007052731],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9096428,0.04756792,0.00006071413,0.001398999,0.0004462874,0.0002622268,0.00002499787,0.0000358684,0.04056019],"genre_scores_gemma":[0.9952111,0.0009282958,0.003113037,0.000334513,0.0001699172,0.00001984501,0.000005164864,0.000004854318,0.0002132675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08556831,"threshold_uncertainty_score":0.992476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04938177382076896,"score_gpt":0.3798648800140153,"score_spread":0.3304831061932463,"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."}}