{"id":"W4417168339","doi":"10.4018/979-8-3373-4069-2.ch010","title":"Managing From the Middle","year":2025,"lang":"ng","type":"book-chapter","venue":"","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Race (biology); Critical race theory; Middle management; Critical theory","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003683942,0.0002094694,0.0001872033,0.00004084083,0.001197066,0.0005874742,0.0009392918,0.0002135333,0.0127159],"category_scores_gemma":[0.00003809248,0.0001390116,0.0001621007,0.0001237341,0.0005283782,0.0007330188,0.0001515168,0.0002677823,0.0009964858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003038146,"about_ca_system_score_gemma":0.0004279901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003862168,"about_ca_topic_score_gemma":0.002591937,"domain_scores_codex":[0.9983916,0.00006081726,0.0002831089,0.0004500271,0.0005327597,0.0002817176],"domain_scores_gemma":[0.9988828,0.0004934701,0.0001424619,0.0003540939,0.00003528913,0.00009190168],"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":[0.000002824782,0.000005322361,0.0002598302,0.00000419685,0.00002556504,0.000005264781,0.002993221,0.000001122737,0.000003787671,0.9630057,0.01941268,0.0142805],"study_design_scores_gemma":[0.00005117885,0.0000175725,0.0002326,0.0001980883,0.00004165837,1.132387e-7,0.005839921,0.000130972,0.00002370098,0.1782719,0.81498,0.0002122433],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001591792,0.0003206756,0.0002087482,0.04444844,0.001328263,0.0002567804,0.00003851204,0.00006036082,0.9531791],"genre_scores_gemma":[0.03910489,0.001073945,0.0002134239,0.005627781,0.001010297,0.000002832996,0.00004326377,0.000007470552,0.9529161],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7955673,"threshold_uncertainty_score":0.9997814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06832200470039712,"score_gpt":0.2741412108083815,"score_spread":0.2058192061079844,"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."}}