{"id":"W4417168256","doi":"10.4018/979-8-3373-4069-2.ch001","title":"Leading the Anti Racism Struggle","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":"","funders":"","keywords":"Thunder; Racism; Indigenous; Staffing; Commission; Bay; Shamanism; Ethnic group; Police brutality; Organizational culture","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006978888,0.0002676303,0.0002847546,0.00009614808,0.001792135,0.0007062973,0.0009531927,0.0003198874,0.009047649],"category_scores_gemma":[0.00007293114,0.00017769,0.0002109178,0.0002072208,0.0008306069,0.001162224,0.0001418242,0.0003896755,0.0008675045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003937729,"about_ca_system_score_gemma":0.0007463054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002132777,"about_ca_topic_score_gemma":0.0003558072,"domain_scores_codex":[0.9979543,0.00007602995,0.0003839499,0.0004953431,0.0006798281,0.0004105628],"domain_scores_gemma":[0.9988816,0.0003600583,0.0002126484,0.000363005,0.00006263133,0.000120024],"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":[0.000001852411,0.000007154953,0.0002111928,0.00001018064,0.00001888566,0.000005784982,0.00170844,0.000002935453,0.00003637409,0.9633574,0.02196893,0.01267083],"study_design_scores_gemma":[0.00006713538,0.00004352527,0.0002638799,0.0001402555,0.00004025097,9.707597e-7,0.003597701,0.0001128396,0.0002047046,0.02911837,0.9660966,0.0003137579],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000806907,0.0001728462,0.0001475508,0.01467372,0.001630397,0.0003755395,0.00001870086,0.00007562519,0.9820987],"genre_scores_gemma":[0.2798431,0.0004593241,0.00008755318,0.001432519,0.0005583815,0.000002397069,0.00001192622,0.000007235799,0.7175975],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9441277,"threshold_uncertainty_score":0.9999104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04254836012020534,"score_gpt":0.3070678756568106,"score_spread":0.2645195155366052,"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."}}