{"id":"W6997273131","doi":"","title":"Who is they? Pronoun use across time and social structure","year":2022,"lang":"en","type":"dissertation","venue":"UVic’s Research and Learning Repository (University of Victoria)","topic":"Gender Studies in Language","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pronoun; Personal pronoun; Antecedent (behavioral psychology); Consistency (knowledge bases); Reflexive pronoun; Style (visual arts); Variation (astronomy); Cohesion (chemistry)","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009778665,0.0001718031,0.0003462817,0.0001427849,0.008484988,0.0002348455,0.0004229939,0.000360604,0.0006084545],"category_scores_gemma":[0.0002099379,0.0002167221,0.00007837574,0.000267589,0.000662809,0.0002812252,0.000357186,0.001597839,0.000005437604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000265645,"about_ca_system_score_gemma":0.0003255791,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01072649,"about_ca_topic_score_gemma":0.005513492,"domain_scores_codex":[0.9966707,0.0009769207,0.0001235785,0.0005124014,0.001189082,0.000527305],"domain_scores_gemma":[0.9986975,0.0003499459,0.0001986923,0.0001715495,0.0004498991,0.000132381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002868145,0.00003824408,0.008928807,0.000223409,0.0002248756,0.00007743589,0.9817916,0.000002652431,0.001189572,0.0003280551,0.004427198,0.002481308],"study_design_scores_gemma":[0.0004326756,0.0002774537,0.04669461,0.0000596609,0.00004712615,0.000002899195,0.6378714,0.00001882707,0.00003476278,0.0001787824,0.3140596,0.000322149],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807689,0.0006755317,5.104337e-7,0.0001750207,0.0004552488,0.0003275682,0.0000597345,0.00004963188,0.01748781],"genre_scores_gemma":[0.7771646,0.0003593224,0.00005842492,0.000005401253,0.0004328412,0.000001101135,0.0001278939,0.00002553523,0.2218249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3439201,"threshold_uncertainty_score":0.9958612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02639215006746019,"score_gpt":0.3255991078948822,"score_spread":0.299206957827422,"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."}}