{"id":"W7140320910","doi":"10.52783/tangence.77","title":"Gendered Syntax in AI-Assisted Academic Writing in Nigerian Universities","year":2025,"lang":"","type":"article","venue":"Tangence","topic":"Gender Studies in Language","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Academic writing; Sociocultural evolution; Agency (philosophy); Syntax; Systemic functional linguistics; Sentence; Literacy; Critical discourse analysis; Discipline; Ideology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.002351417,0.0003006141,0.0002624352,0.001338364,0.002305634,0.002838833,0.0003434914,0.0004216398,0.001548042],"category_scores_gemma":[0.009444766,0.0002308446,0.0001171374,0.0008749523,0.003440879,0.001909196,0.001656416,0.0007480779,0.0001813361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001179812,"about_ca_system_score_gemma":0.001331896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002433055,"about_ca_topic_score_gemma":0.006211597,"domain_scores_codex":[0.9979045,0.0011256,0.0001977821,0.0002170081,0.0003697735,0.0001852993],"domain_scores_gemma":[0.9932693,0.004129132,0.00147722,0.0002659685,0.0006070045,0.0002514351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006865485,0.00004901458,0.06726801,0.0001251378,0.000005939262,0.000945212,0.8988489,0.00003673236,0.004292787,0.00373007,0.0001449874,0.02448462],"study_design_scores_gemma":[0.000006889185,0.0001260876,0.1399002,0.0002842695,0.0000202469,0.001801977,0.8420134,0.0003848086,0.002749001,0.002491687,0.01018081,0.00004065874],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960162,0.0002842255,0.0003148509,0.0001441509,0.000008850824,0.000007367504,0.000007561924,0.000002667682,0.00321416],"genre_scores_gemma":[0.9992712,0.00009373729,0.0001375423,0.00001919012,0.000002644523,0.000003604651,0.000003408352,0.00000315582,0.0004655672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002838833,"threshold_uncertainty_score":0.01243562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02926059618928552,"score_gpt":0.3497038474030469,"score_spread":0.3204432512137614,"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."}}