{"id":"W7020768153","doi":"","title":"Linguistic change in a nonstandard dialect: phonological studies in the history&#13;\\nof English in Ireland","year":2013,"lang":"en","type":"other","venue":"Edinburgh Research Archive (University of Edinburgh)","topic":"Topic Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scots; Focus (optics); Interpretation (philosophy); Population; Phonology; Norwegian; Sound change; Welsh; Variation (astronomy)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003332626,0.000365352,0.00085534,0.003129082,0.0001221319,0.00004102416,0.003273548,0.0003415603,0.001603727],"category_scores_gemma":[0.002147985,0.0003369503,0.0001454598,0.001263088,0.001309778,0.0002546122,0.001726744,0.002123331,0.00000951512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008438725,"about_ca_system_score_gemma":0.0004355898,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01454061,"about_ca_topic_score_gemma":0.01845794,"domain_scores_codex":[0.9954562,0.0007381998,0.0003655118,0.001066462,0.00130568,0.001067979],"domain_scores_gemma":[0.996523,0.001776967,0.0002147698,0.001042006,0.0002762959,0.0001669943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000803872,0.0002986868,0.003853432,0.00008053116,0.00006240533,0.001107185,0.1711194,0.00002326615,0.00001794272,0.001553003,0.81411,0.007693711],"study_design_scores_gemma":[0.00464892,0.0008715715,0.003014122,0.004291306,0.0000293383,0.000016961,0.01890143,0.03883778,0.000001648584,0.02701979,0.9010701,0.001297094],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01206951,0.02494863,0.02676862,0.004252078,0.009540295,0.006752816,0.0001287618,0.0004204396,0.9151188],"genre_scores_gemma":[0.549619,0.03337206,0.03324836,0.0005507057,0.0116553,0.0003491942,0.000114371,0.000463739,0.3706272],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5444916,"threshold_uncertainty_score":0.9999083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1336689968568209,"score_gpt":0.3222047213963475,"score_spread":0.1885357245395266,"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."}}