{"id":"W4205322207","doi":"10.1558/genl.21520","title":"How does water talk, and other hopeful questions about and beyond gender and language","year":2021,"lang":"en","type":"article","venue":"Gender and Language","topic":"Anthropological Studies and Insights","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Publishing; Sociology; Field (mathematics); Work (physics); Politics; Economic Justice; Epistemology; Social justice; Gender studies; Social science; Media studies; Public relations; Political science; Law","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":[0.0001362324,0.0001210183,0.0001629891,0.00002039998,0.0006884275,0.0002352606,0.00003801257,0.00009651902,0.0006730051],"category_scores_gemma":[0.00003631219,0.00006750706,0.00002304948,0.00004837828,0.0005953787,0.0001275901,0.000124364,0.00009204861,0.00000226211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000840009,"about_ca_system_score_gemma":0.00001040289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001499747,"about_ca_topic_score_gemma":0.002437216,"domain_scores_codex":[0.9991416,0.00009542879,0.00007892008,0.0002866374,0.0001195528,0.0002778115],"domain_scores_gemma":[0.9996937,0.00004262519,0.00001883963,0.00008677758,0.00002556112,0.0001324929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003126501,0.0001552095,0.02647562,0.0002016968,0.000301221,0.0007963402,0.8196229,2.151096e-7,0.01047896,0.08388586,0.002533089,0.05551761],"study_design_scores_gemma":[0.000621767,0.00005306117,0.03790299,0.00001412691,0.00007807626,0.00005131941,0.7783194,0.00000867584,0.001411733,0.003228403,0.1778915,0.0004189494],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8953176,0.04738022,0.0001228391,0.001887198,0.0001251882,0.0001290282,0.00004084709,0.00004885684,0.05494824],"genre_scores_gemma":[0.9903574,0.003167972,0.0001903686,0.001350476,0.0002123835,0.000006012541,0.000005560281,0.000008820509,0.004700982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1753584,"threshold_uncertainty_score":0.7368934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02248201505116721,"score_gpt":0.2988191276088697,"score_spread":0.2763371125577025,"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."}}