{"id":"W6921436527","doi":"10.7275/livinglanguages.1994","title":"In search of Gaelic: The social linguistic soundscape as an indicator of minority language use in a bilingual English/Gaelic island community","year":2024,"lang":"en","type":"article","venue":"Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Minority language; Identity (music); Speech community; Context (archaeology); Population; Sociolinguistics; Quarter (Canadian coin); Norm (philosophy)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008030158,0.0002406399,0.0002883771,0.001325885,0.002100141,0.002013107,0.0006158861,0.0005667163,0.001337422],"category_scores_gemma":[0.002471956,0.0001790181,0.0002285723,0.0007157905,0.001596997,0.0008142487,0.002792733,0.0006928513,0.0002513245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009694545,"about_ca_system_score_gemma":0.001037427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.106319,"about_ca_topic_score_gemma":0.179939,"domain_scores_codex":[0.9994281,0.0001891047,0.0000328262,0.00005687697,0.0001364192,0.0001566549],"domain_scores_gemma":[0.998696,0.0002069881,0.0003943693,0.00004982303,0.0002379371,0.0004147125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001647371,0.0001391167,0.8552002,0.00007670059,0.00003275896,0.00114002,0.1321702,0.00002552775,0.002618666,0.0002140135,0.000299734,0.00791821],"study_design_scores_gemma":[0.000003109909,0.0001596033,0.7724819,0.0000381044,0.00001411998,0.0004295693,0.2256392,0.0001073742,0.0001494281,0.00006271272,0.0008948584,0.00002003087],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994652,0.00002432791,0.00001149285,0.00004750391,0.000001405431,0.000004888461,0.00001597752,5.025092e-7,0.0004287446],"genre_scores_gemma":[0.9996535,0.00004113037,0.00005240914,0.00002631974,0.000002772327,0.000008635398,0.00002550561,9.356411e-7,0.0001888357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.106319,"threshold_uncertainty_score":0.2114004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02841072529125261,"score_gpt":0.2905267542169724,"score_spread":0.2621160289257198,"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."}}