{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001945018,0.0002698314,0.0001450582,0.0003929945,0.006809721,0.004125352,0.000365712,0.000747776,0.006010771],"category_scores_gemma":[0.002266247,0.0001481146,0.0001841585,0.0001970038,0.002666891,0.00187955,0.003732089,0.001426803,0.0006586036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001829149,"about_ca_system_score_gemma":0.003265048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004616305,"about_ca_topic_score_gemma":0.0153224,"domain_scores_codex":[0.9985619,0.0007466913,0.00002552044,0.0000613367,0.0001725967,0.0004320232],"domain_scores_gemma":[0.9983656,0.0003263623,0.0002852684,0.00004771202,0.0002425333,0.0007325093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005393942,0.0003484775,0.04331971,0.0002131275,0.000009366867,0.0007237244,0.8226005,0.00006532761,0.003113188,0.01170019,0.01174912,0.1061033],"study_design_scores_gemma":[0.000006324403,0.0002041043,0.01956865,0.0002469243,0.000007624825,0.0003196111,0.8626167,0.00005766995,0.0007926061,0.001028212,0.1151364,0.00001520877],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9250399,0.002509433,0.0009879033,0.01670031,0.0005337964,0.00005855384,0.00002003705,0.00002258875,0.05412741],"genre_scores_gemma":[0.9825779,0.00117714,0.0003601749,0.001354145,0.00006724905,0.00002156967,0.00001107788,0.000007170666,0.01442356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006809721,"threshold_uncertainty_score":0.02010804,"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."}}