{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002513736,0.0001486537,0.0003030358,0.001296892,0.001265006,0.002439589,0.0004716601,0.0004438414,0.002775824],"category_scores_gemma":[0.008539796,0.0002342287,0.000201623,0.001384286,0.001427579,0.002803264,0.002017059,0.000556599,0.0005746901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008583189,"about_ca_system_score_gemma":0.000531893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009278703,"about_ca_topic_score_gemma":0.02379988,"domain_scores_codex":[0.9981228,0.0006872123,0.00008557169,0.0004096554,0.0004622042,0.0002326151],"domain_scores_gemma":[0.9956393,0.001745382,0.001145582,0.0003440003,0.0007767619,0.0003489385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002195674,0.00009323266,0.4390036,0.0001163781,0.0001147794,0.0005784547,0.4762732,0.0001025025,0.005015505,0.006314337,0.002052067,0.07011642],"study_design_scores_gemma":[0.00001132009,0.00008877888,0.6846811,0.0001205213,0.00003689789,0.0008256077,0.2851157,0.0003303037,0.001087465,0.004418804,0.02322034,0.00006316835],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926769,0.0004317669,0.000324029,0.0002901335,0.00001507604,0.000005674186,0.0001247051,0.000007361088,0.006124394],"genre_scores_gemma":[0.9977092,0.0002300461,0.0001766138,0.00006153427,0.000007705739,0.000008869826,0.0001168842,0.00001482945,0.001674267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009278703,"threshold_uncertainty_score":0.01844943,"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."}}