{"id":"W3183585092","doi":"10.3390/educsci11080377","title":"A Review of Evidence about Equitable School Leadership","year":2021,"lang":"en","type":"review","venue":"Education Sciences","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":189,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Best practice; Educational leadership; Perspective (graphical); Public relations; Psychology; Pedagogy; Empirical research; Instructional leadership; Order (exchange); Sociology; Political science; Business","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":[0.005568428,0.0002477628,0.000982071,0.000308628,0.0006882973,0.0002336948,0.001474576,0.0001630664,0.003285137],"category_scores_gemma":[0.007492499,0.0001951618,0.0003497881,0.003478538,0.001033378,0.001018305,0.0001161014,0.0002369899,0.0003108082],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006092036,"about_ca_system_score_gemma":0.02965711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001468613,"about_ca_topic_score_gemma":0.0001951749,"domain_scores_codex":[0.9955149,0.001260757,0.0009118823,0.0006230998,0.001151611,0.0005377328],"domain_scores_gemma":[0.9966896,0.0009124649,0.00110591,0.0004813257,0.000571955,0.0002388019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[9.376598e-8,0.0002079146,0.00002275425,0.07621803,0.00001653411,1.096799e-7,0.001260611,5.395445e-8,4.149802e-7,0.006545478,0.1091852,0.8065428],"study_design_scores_gemma":[0.000004635781,0.00000967915,0.000001942494,0.3662881,0.0001294627,9.61932e-7,0.005276875,4.281393e-8,0.000001322201,0.00008312117,0.6280627,0.0001412455],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[4.656007e-7,0.9760186,0.000007088182,0.002421907,0.003251954,0.001025215,0.000007427464,0.00003219356,0.01723512],"genre_scores_gemma":[0.000002566265,0.9871401,0.0006635757,0.001299352,0.0005976296,0.0003877611,0.00005129589,0.00001260756,0.009845069],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8064015,"threshold_uncertainty_score":0.997626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7967552139032525,"score_gpt":0.6003629226003132,"score_spread":0.1963922913029393,"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."}}