{"id":"W2402114617","doi":"10.1177/1741143215609937","title":"Maladministration in Education","year":2016,"lang":"en","type":"article","venue":"Educational Management Administration & Leadership","topic":"Workplace Violence and Bullying","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Misconduct; Typology; Context (archaeology); Sexual misconduct; Criminology; Sexual abuse; Scholarship; Sanctions; Discipline; Political science; Public relations; Sociology; Medicine; Poison control; Law; Suicide prevention","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000685372,0.0001204915,0.00008510172,0.0002704722,0.0002609308,0.0001262849,0.0002306785,0.00008623523,0.001648676],"category_scores_gemma":[0.0001596921,0.0001104437,0.00004231257,0.0004711239,0.0001564305,0.0006616362,0.00001209978,0.00007093542,0.000480569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003229181,"about_ca_system_score_gemma":0.001175732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004772151,"about_ca_topic_score_gemma":0.0008089121,"domain_scores_codex":[0.9984424,0.0001636038,0.0003051431,0.00032088,0.0004345196,0.000333428],"domain_scores_gemma":[0.9993272,0.000183575,0.0001170204,0.0001777356,0.00008157415,0.0001128483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00004290622,0.0004393827,0.06577842,0.00003822232,0.00001032564,0.000002152276,0.001579604,0.000001197236,0.0001300625,0.8697157,0.009120972,0.05314104],"study_design_scores_gemma":[0.001054325,0.0001616467,0.4477617,0.001159349,0.00004537708,0.000005502383,0.1321233,0.000004266837,0.0006139284,0.07668459,0.3395026,0.0008834818],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2532368,0.0002402951,0.0005465974,0.4005442,0.002139488,0.001210865,0.000004660061,0.0001417176,0.3419353],"genre_scores_gemma":[0.9528529,0.0001247344,0.0007275668,0.0008211599,0.0006675063,0.0002128663,0.0000312535,0.000009999069,0.04455201],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7930312,"threshold_uncertainty_score":0.9992639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07434653424292671,"score_gpt":0.3497641373860491,"score_spread":0.2754176031431224,"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."}}