{"id":"W4211152832","doi":"10.1075/impact.41","title":"Linguistic Purism","year":2016,"lang":"en","type":"book","venue":"Impact","topic":"Linguistic and Sociocultural Studies","field":"Social Sciences","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ideology; Linguistics; Element (criminal law); Politics; Field (mathematics); Legislation; Language policy; Sociology; Language planning; Political science; Law; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003060991,0.0002217492,0.0003393806,0.0000354225,0.0006490016,0.00007944687,0.0002773486,0.000346599,0.001190022],"category_scores_gemma":[0.00202138,0.0001348658,0.0002722247,0.00003339321,0.0004743868,0.00002873894,0.00005359988,0.0002175529,0.001169366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009046357,"about_ca_system_score_gemma":0.0009620584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00128051,"about_ca_topic_score_gemma":0.0002218774,"domain_scores_codex":[0.9986644,0.00006277976,0.0001794661,0.0002175314,0.0004401135,0.0004356568],"domain_scores_gemma":[0.9990138,0.0002451029,0.0001435933,0.0001580573,0.0002408485,0.0001985389],"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":[0.000008349915,0.00001391472,0.000205223,0.00001603948,0.0002024837,0.00007133796,0.03704779,7.233093e-8,5.599529e-7,0.1033949,0.8416975,0.01734184],"study_design_scores_gemma":[0.00008225436,0.00002295661,0.00009987309,0.0001385239,0.00004370409,5.955279e-7,0.00008781865,5.445285e-8,1.812736e-7,0.06513117,0.9341702,0.0002227024],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000362294,0.002614355,0.00001022885,0.0004758383,0.001481398,0.0001795527,0.00006832264,0.0001277084,0.9950064],"genre_scores_gemma":[0.01435472,0.001332884,0.00002043159,0.00009486893,0.008771116,0.000005360496,0.000008716842,0.0000244189,0.9753875],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09247267,"threshold_uncertainty_score":0.999723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03260260909531917,"score_gpt":0.3643193336931135,"score_spread":0.3317167245977943,"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."}}