{"id":"W2974191131","doi":"","title":"Many Ways to Sound Diné: Linguistic Variation in Navajo","year":2019,"lang":"en","type":"article","venue":"eScholarship (California Digital Library)","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, Santa Barbara; Goddard Space Flight Center; University of Toronto; University of Oxford; National Science Foundation; University of Cambridge; McGill University; Queen's University; Louisiana State University","keywords":"Variation (astronomy); Navajo; Linguistics; Speech community; Context (archaeology); Meaning (existential); Sociolinguistics of sign languages; Sociocultural evolution; Sociolinguistics; Sociology; American English; Psychology; Geography; Natural language; Anthropology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001295796,0.0001851565,0.0002855615,0.000623312,0.004399294,0.001837971,0.0006709692,0.0003575672,0.001053068],"category_scores_gemma":[0.002300887,0.0001286278,0.0001134817,0.001559871,0.002749847,0.0009331693,0.002371904,0.0008255115,0.00006021405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002922476,"about_ca_system_score_gemma":0.001524881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1189948,"about_ca_topic_score_gemma":0.2445147,"domain_scores_codex":[0.9993204,0.0002419807,0.00003311185,0.0001243421,0.000147553,0.0001326364],"domain_scores_gemma":[0.9995506,0.0001995787,0.00009284433,0.00002489027,0.0000636657,0.00006839327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001105088,0.00003657605,0.06075786,0.0001258068,0.00001169072,0.001053291,0.8966482,0.00006966526,0.002744685,0.003452304,0.0005938716,0.03439553],"study_design_scores_gemma":[0.000005104801,0.00005609322,0.1860503,0.0001363719,0.00001704269,0.0003628957,0.7979164,0.0001384373,0.0002770857,0.0005282903,0.01448452,0.00002741195],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952708,0.000406162,0.00009569215,0.0002911758,0.00001332733,0.00001052703,0.00002602752,0.000002775125,0.003883472],"genre_scores_gemma":[0.9983891,0.0003695711,0.0002053365,0.00007305888,0.000006124377,0.00001388363,0.00004281998,0.000004744862,0.0008953889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1189948,"threshold_uncertainty_score":0.2366043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02070866538704962,"score_gpt":0.2578239715942867,"score_spread":0.237115306207237,"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."}}