{"id":"W4307466454","doi":"10.1080/13632434.2022.2137125","title":"Women’s role in nation building: socialising Saudi female preservice teachers into leadership roles","year":2022,"lang":"en","type":"article","venue":"School Leadership and Management","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Educational leadership; Sociology; Nation-building; Curriculum; Pedagogy; Context (archaeology); Public relations; Political science; Politics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003560314,0.0001775556,0.0002006577,0.000331749,0.001166713,0.0002232837,0.0005024505,0.00008454258,0.0006872062],"category_scores_gemma":[0.0001120094,0.0002303044,0.00004518855,0.0004133428,0.0001665522,0.0004724453,0.0002986804,0.0003919215,0.00003203414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002566298,"about_ca_system_score_gemma":0.0001346847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001320442,"about_ca_topic_score_gemma":0.00211066,"domain_scores_codex":[0.9972942,0.0005869751,0.0003058682,0.0004888105,0.0005655547,0.00075853],"domain_scores_gemma":[0.9993809,0.0001016753,0.0001342403,0.0001792702,0.00002228732,0.0001816144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008066696,0.0001958774,0.06516341,0.0003351413,0.0001921384,0.00002099481,0.8266959,0.0005986731,0.0001151607,0.05008637,0.007071937,0.04944376],"study_design_scores_gemma":[0.0005347743,0.00002165891,0.009763956,0.0000319682,0.0000142235,2.59569e-7,0.8805214,0.0000344273,0.00001739421,0.01016654,0.09861154,0.000281871],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8964725,0.001719973,0.00009610225,0.04733928,0.0007868227,0.001338304,0.000002773517,0.0002549672,0.05198929],"genre_scores_gemma":[0.9853154,0.0001538469,0.001163028,0.00364639,0.0001976477,0.0006398131,0.000008948363,0.000027352,0.00884755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0915396,"threshold_uncertainty_score":0.9391543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07673106087420237,"score_gpt":0.2993890543371381,"score_spread":0.2226579934629358,"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."}}