{"id":"W4393865398","doi":"10.54517/esp.v9i6.2514","title":"Phonological variation and its social implications in multilingual communities","year":2024,"lang":"en","type":"article","venue":"Environment and Social Psychology","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variation (astronomy); Socioeconomic status; Diversity (politics); Linguistic diversity; Perception; Multilingualism; Linguistics; Psychology; Sociology; Demography; Pedagogy; Population","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":[],"consensus_categories":[],"category_scores_codex":[0.0004198481,0.0000692027,0.0001130914,0.00006831984,0.000511189,0.00003715693,0.00006829097,0.0002191082,0.0003356674],"category_scores_gemma":[0.00003388632,0.00007289521,0.00002124908,0.00005821809,0.0003562811,0.00004711549,0.00003998146,0.000182205,0.00003010936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004628476,"about_ca_system_score_gemma":0.00002082183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002581091,"about_ca_topic_score_gemma":0.0002569124,"domain_scores_codex":[0.9991612,0.0002774084,0.0001476534,0.0001676309,0.00006633491,0.0001797402],"domain_scores_gemma":[0.9997639,0.0001352031,0.00002854189,0.0000371233,0.000006763475,0.00002845134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001830161,0.000105513,0.004562229,0.00000856452,0.00002404641,0.000006805082,0.2767265,6.480536e-7,0.0008131852,0.702871,0.0004210176,0.01444223],"study_design_scores_gemma":[0.0006108287,0.00004708706,0.8078632,0.000003340678,0.00002369241,0.000003839715,0.007950844,0.0001126466,0.000003556022,0.03561787,0.1475765,0.0001865213],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9606955,0.0003678676,0.0003193726,0.02853399,0.0004296907,0.0001872351,0.00001551454,0.0000674503,0.009383352],"genre_scores_gemma":[0.9977887,0.000559129,0.00008302986,0.000742616,0.0003972081,0.00002565891,0.00001668902,0.000005808133,0.0003811316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.803301,"threshold_uncertainty_score":0.3931705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07552565956680511,"score_gpt":0.3836652011920033,"score_spread":0.3081395416251982,"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."}}