{"id":"W2977099328","doi":"","title":"A Perfect Storm for Leading Equity and Inclusion: Policy Complexities, Varied Learning Needs, and Cultures That Don't Support Them.","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Storm; Inclusion (mineral); Equity (law); Psychology; Business; Public relations; Sociology; Political science; Social psychology; Geography; Meteorology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008612491,0.0001150543,0.0001913435,0.0003878565,0.00188801,0.0003366452,0.000136523,0.00009259961,0.000581747],"category_scores_gemma":[0.0006330959,0.0001085141,0.00004435985,0.0002233851,0.0002464918,0.0003274536,0.00006434311,0.0001497711,0.000004953983],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002524666,"about_ca_system_score_gemma":0.01408086,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03501193,"about_ca_topic_score_gemma":0.04472292,"domain_scores_codex":[0.9990128,0.0001165185,0.000268545,0.0001152934,0.0002129272,0.0002739166],"domain_scores_gemma":[0.9983427,0.0003439989,0.0002697581,0.00005939224,0.0002288289,0.0007553433],"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":[0.00001540899,0.00001311317,0.06740019,0.00004756639,0.00001984719,3.056876e-7,0.1040363,0.000001063713,0.00003371118,0.8199123,0.007091123,0.001429048],"study_design_scores_gemma":[0.0003859024,0.0002144139,0.03517409,0.00005767079,0.00001729771,0.000173485,0.03971401,0.000003980876,0.0000147003,0.03174895,0.8923184,0.0001771427],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7756315,0.000451011,0.000009013715,0.1667893,0.0004151019,0.0003085778,0.00007241799,0.00000527048,0.05631771],"genre_scores_gemma":[0.9851422,0.0001104394,0.0001305643,0.002074304,0.002422543,0.000007278541,0.00002907063,0.000009304398,0.01007435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8852272,"threshold_uncertainty_score":0.9994114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07507772572376438,"score_gpt":0.404081442663905,"score_spread":0.3290037169401406,"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."}}