{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006224624,0.0002188292,0.0003690812,0.003879785,0.0117116,0.008482031,0.001122892,0.001743001,0.005342161],"category_scores_gemma":[0.03096736,0.0003456163,0.0002727874,0.00599033,0.01649285,0.006560071,0.01295346,0.004000339,0.0004263796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01837851,"about_ca_system_score_gemma":0.01999555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1000739,"about_ca_topic_score_gemma":0.1503856,"domain_scores_codex":[0.9836695,0.007070939,0.001014718,0.0009373728,0.004171105,0.003136488],"domain_scores_gemma":[0.9669136,0.01289605,0.009369886,0.002880023,0.003603366,0.004336942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004337531,0.0001192429,0.2040107,0.0004164218,0.00002580861,0.001592164,0.4077432,0.0002150201,0.0003842281,0.1596695,0.01612136,0.209659],"study_design_scores_gemma":[0.000008305127,0.00009392861,0.180101,0.00138092,0.0000195966,0.001928821,0.3826743,0.0003290908,0.000374138,0.02098576,0.4120277,0.00007644153],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.790282,0.01790319,0.00380455,0.0650543,0.0008147902,0.0001241122,0.0002104586,0.0001141852,0.1216924],"genre_scores_gemma":[0.9886484,0.002447648,0.0004326164,0.001866916,0.000111758,0.00002090605,0.00003694418,0.00001333936,0.006421631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1000739,"threshold_uncertainty_score":0.1989828,"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."}}