{"id":"W4401549363","doi":"10.1108/978-1-83753-988-820241009","title":"Genderwashing in Pakistani Higher Educational Institutions","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Gender Roles and Identity Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002098463,0.0002858257,0.0001646594,0.001136912,0.008721462,0.006442848,0.0006256367,0.00132643,0.007162022],"category_scores_gemma":[0.001848809,0.0001416535,0.0001444652,0.001700819,0.01103758,0.003187114,0.002884251,0.002385763,0.0004683979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008367972,"about_ca_system_score_gemma":0.006358633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008012653,"about_ca_topic_score_gemma":0.0129737,"domain_scores_codex":[0.9988325,0.0004679614,0.00003010957,0.00009798121,0.0003242779,0.0002471815],"domain_scores_gemma":[0.9985493,0.0008709878,0.0001751716,0.00008688693,0.0001919427,0.0001257138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002287812,0.00006153638,0.00217661,0.0002919551,0.000004015685,0.0007547433,0.1248627,0.000403379,0.0005713313,0.750431,0.02985151,0.09056832],"study_design_scores_gemma":[0.00000448715,0.00008176221,0.004556226,0.0009418004,0.00000804166,0.0004624143,0.09418347,0.000286975,0.002173284,0.05399353,0.8432772,0.00003087473],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1902145,0.03466268,0.005650149,0.03361927,0.002063862,0.00009997054,0.00009337717,0.00007453272,0.7335217],"genre_scores_gemma":[0.9450892,0.009457459,0.0009753982,0.002654168,0.0003732069,0.0000379388,0.00002075008,0.00001829959,0.04137348],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008721462,"threshold_uncertainty_score":0.06071419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1045456136368421,"score_gpt":0.3674606729850894,"score_spread":0.2629150593482473,"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."}}