{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008252234,0.0002832156,0.0002813578,0.001172332,0.01708062,0.005022903,0.001007659,0.001179136,0.003348997],"category_scores_gemma":[0.007265456,0.0003112398,0.0002803451,0.0004954965,0.004849741,0.002029433,0.004364151,0.0019093,0.0003944991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004221549,"about_ca_system_score_gemma":0.01162747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01037576,"about_ca_topic_score_gemma":0.04909226,"domain_scores_codex":[0.9929869,0.0039626,0.00009939701,0.0003225534,0.0005785029,0.002050049],"domain_scores_gemma":[0.9941731,0.001475644,0.001267097,0.0002556855,0.0006760298,0.002152486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001225871,0.0007431298,0.1834349,0.0002395479,0.00003082091,0.003763286,0.7334478,0.0001843061,0.002234448,0.02131468,0.004608782,0.04987582],"study_design_scores_gemma":[0.00001817526,0.0002497913,0.03257849,0.0002205454,0.00002007465,0.0003097,0.9380255,0.0001620478,0.0007446546,0.001426559,0.02622917,0.00001541676],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769061,0.0002330487,0.0006600479,0.004637538,0.00007268567,0.0001144042,0.00001525581,0.000009331018,0.01735154],"genre_scores_gemma":[0.9964324,0.0001548671,0.0005843052,0.0003769674,0.00001037035,0.00004107869,0.000006648791,0.000003961125,0.002389461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01708062,"threshold_uncertainty_score":0.04364252,"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."}}