{"id":"W2949005972","doi":"10.18130/v3jd4pp1n","title":"The Role of School Leaders in Securing STEM Education for Black Girls","year":2018,"lang":"en","type":"article","venue":"Libra","topic":"Educational Methods and Outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Public relations; Pedagogy; Mathematics education; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004140213,0.00002793094,0.00004714966,0.00002593714,0.0001620235,0.00003219819,0.0001402847,0.00002826551,0.00003699396],"category_scores_gemma":[0.0002142665,0.00002141627,0.00002490213,0.0001191595,0.0002149049,0.0001427648,0.000009691871,0.00003155698,0.00001232244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002480225,"about_ca_system_score_gemma":0.0003377176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000208457,"about_ca_topic_score_gemma":0.0002639031,"domain_scores_codex":[0.9995648,0.00007790415,0.00009922724,0.00006538108,0.0000835247,0.0001091237],"domain_scores_gemma":[0.9994546,0.0003460314,0.00004757147,0.00007373634,0.00004363641,0.00003440113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001741547,0.00005650815,0.1462068,0.00002100233,0.000008628708,1.076466e-8,0.04912728,0.000001956477,0.000290477,0.7196537,0.002416286,0.08219998],"study_design_scores_gemma":[0.0001443556,0.00003869323,0.08384746,0.00005837336,0.000006198774,6.921368e-8,0.2276663,0.00006396536,0.0062336,0.18573,0.4961043,0.0001067133],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.923746,0.000481951,0.00009553327,0.01133894,0.0008032597,0.0003480343,0.000001894301,0.00001668295,0.06316766],"genre_scores_gemma":[0.9919153,0.00002541436,0.003399434,0.0001950673,0.000627042,0.00002046839,5.91921e-7,0.00000468194,0.003812019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5339237,"threshold_uncertainty_score":0.124617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06318295650113787,"score_gpt":0.410308941442701,"score_spread":0.3471259849415632,"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."}}