{"id":"W6987537259","doi":"","title":"Systemic Barriers to Inclusion: Leadership Practices to Support Inclusion","year":2022,"lang":"en","type":"other","venue":"National University System Repository (National University System)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inclusion (mineral); Equity (law); Perception; Principal (computer security); Identification (biology); Focus group; Special education","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":["metaepi_narrow","sts","open_science","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.005335764,0.001278358,0.001540128,0.006365428,0.008458292,0.0001901414,0.004070414,0.001212947,0.002217947],"category_scores_gemma":[0.001051645,0.001738085,0.0006773344,0.004150985,0.0002080003,0.001072426,0.01189505,0.001104827,0.003906309],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.05665274,"about_ca_system_score_gemma":0.007912226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002710045,"about_ca_topic_score_gemma":0.0005676615,"domain_scores_codex":[0.98054,0.004743701,0.0009972437,0.002721753,0.009936487,0.001060801],"domain_scores_gemma":[0.9889196,0.001052197,0.00357593,0.001111679,0.00323561,0.002104988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002929263,0.0002627471,0.001079219,0.00629668,0.001590395,0.004096637,0.003950488,0.003863592,0.002352113,0.06541257,0.908157,0.000009322784],"study_design_scores_gemma":[0.002328519,0.0003175439,0.0001104587,0.003390359,0.0005042112,0.001614722,0.05640665,0.0004129419,0.00006427046,0.000004801634,0.9330617,0.001783798],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001424712,0.0001846154,0.0003364745,0.0006215414,0.003182056,0.004717558,0.006844913,0.002881072,0.9798071],"genre_scores_gemma":[0.4812706,0.000004038937,0.0004099887,0.0002206108,0.0009228823,0.00001155803,0.001757847,0.0006160707,0.5147864],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4798459,"threshold_uncertainty_score":0.9999968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03456160304519899,"score_gpt":0.2487746431519114,"score_spread":0.2142130401067124,"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."}}