{"id":"W4389916878","doi":"10.4324/9781003457831-8","title":"An Analysis of Responsive Middle Level School Leadership Practices *","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Educational leadership; Middle level; Psychology; Sociology; Pedagogy; Engineering; Mechanical engineering; Work (physics)","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":[0.002741454,0.0001543107,0.0001893959,0.002710024,0.004053999,0.003069541,0.0009672781,0.0003867722,0.003030698],"category_scores_gemma":[0.005283722,0.0001508324,0.0001331198,0.003439965,0.003282395,0.001382685,0.001943439,0.0006933817,0.0002859407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00863032,"about_ca_system_score_gemma":0.005951134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04427442,"about_ca_topic_score_gemma":0.1036063,"domain_scores_codex":[0.9974235,0.001151916,0.00005650936,0.0001623988,0.0007974468,0.0004082344],"domain_scores_gemma":[0.9973736,0.001539278,0.0002483664,0.0001328196,0.0004389761,0.0002669746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000152316,0.00004961312,0.01715981,0.000103148,0.000003689764,0.0004593168,0.9217684,0.00005469604,0.001175931,0.01018114,0.001969407,0.04705949],"study_design_scores_gemma":[0.000002782954,0.00003276353,0.04234387,0.0001258669,0.000003057669,0.0002437622,0.9175845,0.0001176454,0.0006442232,0.001434885,0.03745493,0.0000116593],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507493,0.0007531735,0.002814483,0.0009472873,0.00003337074,0.000120074,0.0001047839,0.00003674382,0.0444409],"genre_scores_gemma":[0.989204,0.0004349221,0.001058663,0.0001715988,0.000006324829,0.00008856407,0.00009758907,0.00001787956,0.0089205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04427442,"threshold_uncertainty_score":0.08803344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7333930310809756,"score_gpt":0.4814236318270023,"score_spread":0.2519693992539734,"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."}}