{"id":"W2340604655","doi":"","title":"Women in Educational Leadership:: conceptualizing gendered perceptions in Tanzanian schools","year":2014,"lang":"en","type":"article","venue":"","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Educational leadership; Tanzania; Perception; Nonprobability sampling; Pedagogy; Public relations; Political science; Psychology; Sociology; Socioeconomics; Population","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00147915,0.00006038017,0.0001057431,0.0001155753,0.0002233941,0.00005644198,0.0001941161,0.00008315231,0.005190511],"category_scores_gemma":[0.0003964432,0.00006880502,0.00002665036,0.0003129614,0.0001322082,0.0003057389,0.00002746563,0.0001607608,0.0002865034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004530667,"about_ca_system_score_gemma":0.0002591271,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005552335,"about_ca_topic_score_gemma":0.0181127,"domain_scores_codex":[0.9985474,0.0004511201,0.0001549348,0.0001845999,0.0002234071,0.0004385072],"domain_scores_gemma":[0.999588,0.0001059396,0.00002887177,0.00009659717,0.00003633845,0.0001443017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005882332,0.0001282423,0.4753205,0.000008873606,0.000004171763,3.598284e-7,0.3241599,0.00002150971,0.0001464997,0.1971337,0.002169541,0.000900857],"study_design_scores_gemma":[0.0002726734,0.000009875898,0.3786815,0.000007682344,8.43643e-7,9.478906e-8,0.6053343,0.00002585933,0.000003749178,0.009628579,0.00593243,0.0001024263],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8367994,0.0000123957,0.0001468041,0.0108684,0.0001217046,0.0001196362,0.000002422527,0.00002764143,0.1519016],"genre_scores_gemma":[0.9929681,0.000008263341,0.0003426693,0.001047569,0.0001104479,0.00001219597,0.000005042538,0.000002821941,0.005502821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2811745,"threshold_uncertainty_score":0.9998042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2325630487011934,"score_gpt":0.3332870914341519,"score_spread":0.1007240427329585,"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."}}