{"id":"W4410942151","doi":"10.1016/j.system.2025.103669","title":"Negotiating gender ideologies and investing in teacher identities: The motivation and investment of EFL pre-service teachers","year":2025,"lang":"en","type":"article","venue":"System","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Education University of Hong Kong; Hong Kong Baptist University","keywords":"Negotiation; Ideology; Investment (military); Pedagogy; Service (business); Psychology; Sociology; Mathematics education; Political science; Business; Social science; Marketing","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":[0.009422995,0.0002711828,0.0003457195,0.001084252,0.009148008,0.01447026,0.00118255,0.002195146,0.006474019],"category_scores_gemma":[0.02243496,0.000451639,0.0002457699,0.0004880718,0.008487382,0.003902048,0.00672655,0.004372239,0.000779235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003961912,"about_ca_system_score_gemma":0.007026915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00815675,"about_ca_topic_score_gemma":0.01428745,"domain_scores_codex":[0.9923401,0.004210889,0.0001537574,0.0003957159,0.00110189,0.001797623],"domain_scores_gemma":[0.9813111,0.006915687,0.003432265,0.0008018849,0.001929156,0.005609913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003170543,0.001176607,0.1655181,0.00007519798,0.00002188534,0.0006609235,0.7661192,0.0001204392,0.003637544,0.02807921,0.001459035,0.03281481],"study_design_scores_gemma":[0.00002029617,0.000139552,0.05123893,0.00008221996,0.00001111314,0.0002685985,0.9298617,0.0003716014,0.001020979,0.006427534,0.01052445,0.00003302991],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872854,0.00006827868,0.0002763578,0.001310852,0.00002154736,0.00001684694,0.000007356004,0.000004295767,0.01100893],"genre_scores_gemma":[0.9962633,0.00003614687,0.000200545,0.0001138418,0.000002915982,0.00001066559,0.000006591522,0.000007216135,0.003358786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01447026,"threshold_uncertainty_score":0.04983419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04353574326601019,"score_gpt":0.2525085882376105,"score_spread":0.2089728449716003,"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."}}