{"id":"W4289782723","doi":"10.1075/jls.21024.kon","title":"Towards an engaged linguistics","year":2022,"lang":"en","type":"article","venue":"Journal of Language and Sexuality","topic":"Gender Studies in Language","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto","funders":"","keywords":"Scholarship; Linguistics; Section (typography); Perspective (graphical); Systemic functional linguistics; Applied linguistics; Sociology; Computer science; Political science; Artificial intelligence; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005941914,0.00006288015,0.0001725282,0.00005070702,0.001253698,0.00004062532,0.0002416691,0.00002757103,0.0004018417],"category_scores_gemma":[0.002614895,0.00005677441,0.00004161807,0.0001254691,0.0001137222,0.00005727674,0.0001242747,0.0006101175,5.851198e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008345072,"about_ca_system_score_gemma":0.0001476117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009397599,"about_ca_topic_score_gemma":0.0003544448,"domain_scores_codex":[0.9973215,0.001664964,0.0002435568,0.00009104171,0.0005071572,0.000171757],"domain_scores_gemma":[0.9992339,0.0001986123,0.0001921428,0.0001221207,0.0001279377,0.0001252957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004076022,0.0001832675,0.003005297,0.0000148956,0.00005689488,0.0003915706,0.9593378,0.00001041251,0.0002386781,0.004601438,0.002135524,0.02998345],"study_design_scores_gemma":[0.0003174585,0.0002476345,0.002903503,0.000002350192,0.00003201498,0.00002678835,0.8601754,0.000005917698,0.0000438423,0.001102538,0.1350302,0.0001124129],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9569623,0.002108967,0.0001253349,0.0005151074,0.001310589,0.00006577498,0.00002014703,0.00002094405,0.0388708],"genre_scores_gemma":[0.9968606,0.0000451705,0.001056373,0.0004151927,0.00121591,0.000001263248,0.000001568022,0.00000587663,0.0003980643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1328947,"threshold_uncertainty_score":0.9642562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05912790332903282,"score_gpt":0.3856414747036431,"score_spread":0.3265135713746102,"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."}}