{"id":"W3149253884","doi":"10.17501/26307413.2020.3101","title":"Contextual Enablers and Hindrances of Girl Child Participation in STEM Education in a Kenyan County: A Case Study","year":2020,"lang":"en","type":"article","venue":"The international conference on future of education","topic":"African Education and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Girl; Curiosity; Context (archaeology); Creativity; Curriculum; Kenya; Enthusiasm; Psychology; Pedagogy; Mathematics education; Medical education; Developmental psychology; Political science; Medicine; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0004284048,0.00009358505,0.0001483947,0.0001508286,0.00008926065,0.0000451388,0.0002126349,0.00005377864,0.000108973],"category_scores_gemma":[0.00006966825,0.00008385165,0.00002287266,0.0002812443,0.0001531204,0.0001770075,0.00001671589,0.0001453711,0.000002819568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001302535,"about_ca_system_score_gemma":0.001909633,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007858596,"about_ca_topic_score_gemma":0.02451413,"domain_scores_codex":[0.9987594,0.0002322938,0.0003586039,0.0001906786,0.0003365614,0.0001224801],"domain_scores_gemma":[0.9991021,0.0001118322,0.0002656548,0.0001070873,0.0003306791,0.0000826684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001410235,0.002631791,0.1722505,0.00004614418,0.00003307769,0.000003389084,0.4384678,0.00003638892,0.00008241398,0.3209402,0.001103697,0.0642636],"study_design_scores_gemma":[0.0004673006,0.0001592588,0.05183358,0.00008856377,0.00001718415,0.000005703534,0.9374981,0.0003380904,0.00003161256,0.0009949768,0.008440549,0.0001251093],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613729,0.0001103619,0.000009831338,0.01456969,0.0008905004,0.0005074932,0.00001364346,0.00000731544,0.02251831],"genre_scores_gemma":[0.9982978,0.00005971121,0.00002751689,0.0007813668,0.0004296322,0.00006408698,0.00001210985,0.000005565844,0.0003222531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4990302,"threshold_uncertainty_score":0.9987482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0551807460730899,"score_gpt":0.3748903480508501,"score_spread":0.3197096019777602,"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."}}