{"id":"W2155327351","doi":"10.1558/genl.2007.1.1.1","title":"Launching studies of Gender and Language in the early 21st Century","year":2007,"lang":"en","type":"article","venue":"Gender and Language","topic":"Gender Studies in Language","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Editorial board; Field (mathematics); Institutionalisation; Selection (genetic algorithm); Sociology; Association (psychology); Political science; Public relations; Social science; Psychology; Library science; Computer 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":[0.002167685,0.0001521736,0.0002366387,0.0001096282,0.00032173,0.00004514178,0.0002167725,0.00007109108,0.00003812377],"category_scores_gemma":[0.0002538671,0.0001090174,0.00004517957,0.0002662942,0.0004144106,0.0001186847,0.0001500837,0.0002086142,0.00000264004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003464115,"about_ca_system_score_gemma":0.00002292667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001991778,"about_ca_topic_score_gemma":0.002938835,"domain_scores_codex":[0.9984437,0.0002185196,0.0002459258,0.0002603326,0.0003801345,0.0004514375],"domain_scores_gemma":[0.9992179,0.000376316,0.00007760141,0.0002244682,0.00003587302,0.00006784139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001002396,0.00003127369,0.0167835,0.00006569703,0.000063487,0.0001053643,0.9633861,3.14588e-7,0.000432019,0.01051423,0.0001331543,0.00847482],"study_design_scores_gemma":[0.0002895812,0.00001890349,0.1176437,0.00001242134,0.00002556074,0.000008257261,0.8804666,5.401952e-7,0.00009090095,0.0002855945,0.001031035,0.0001269017],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8467829,0.06191888,0.00003823601,0.00007763419,0.0001807046,0.0002336461,0.00000903955,0.00003151479,0.09072741],"genre_scores_gemma":[0.9975156,0.001390636,0.0003044271,0.0004276487,0.000209363,0.000006484872,0.000002220557,0.00001187287,0.000131717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1507327,"threshold_uncertainty_score":0.4445599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04263427428565458,"score_gpt":0.3506505651013206,"score_spread":0.308016290815666,"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."}}