{"id":"W4417168273","doi":"10.4018/979-8-3373-4069-2.ch016","title":"My Bullies Failed","year":2025,"lang":"ng","type":"book-chapter","venue":"","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Empowerment; Empathy; Context (archaeology); Poison control","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007669034,0.0003177337,0.0003455452,0.0001696704,0.0007863402,0.0003185345,0.0005231905,0.0005499044,0.07491414],"category_scores_gemma":[0.0004330915,0.0003008971,0.0002172551,0.0001017987,0.0005802318,0.0003875578,0.00006703778,0.0005693827,0.005156498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000103833,"about_ca_system_score_gemma":0.00112909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002423957,"about_ca_topic_score_gemma":0.003033862,"domain_scores_codex":[0.9980106,0.0001358792,0.0003723275,0.000490474,0.0006364979,0.0003541743],"domain_scores_gemma":[0.9965608,0.002455722,0.0002954526,0.0002813172,0.00025013,0.0001565662],"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":[0.00001218302,0.00002396597,0.0002711283,0.00005822712,0.0001298992,0.000002429231,0.006766981,5.017516e-7,0.00000112436,0.9371799,0.05186559,0.003688059],"study_design_scores_gemma":[0.00006506118,0.00002100132,0.000128713,0.0001706946,0.0001383098,3.284004e-7,0.02102024,0.000001720493,0.000006664946,0.03025044,0.9478621,0.0003347456],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002126744,0.001401356,0.00003122439,0.07874844,0.002262832,0.0002575316,0.00002252874,0.00006904217,0.9171858],"genre_scores_gemma":[0.02768379,0.002975564,0.0005474982,0.002872144,0.001518355,0.00001182159,0.00003924514,0.00001683146,0.9643347],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9069295,"threshold_uncertainty_score":0.9999443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07924871969972813,"score_gpt":0.3590537047067377,"score_spread":0.2798049850070096,"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."}}