{"id":"W2479082026","doi":"10.5539/ies.v9n8p120","title":"Good Instructional Leadership: Principals’ Actions to Increase Composite ACT School Scores","year":2016,"lang":"en","type":"article","venue":"International Education Studies","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Instructional leadership; Class (philosophy); Mathematics education; Educational leadership; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.008538992,0.0003556455,0.0002410155,0.0007064312,0.002415841,0.002194494,0.0006328678,0.0007557761,0.005894739],"category_scores_gemma":[0.02464429,0.0002757467,0.0003297645,0.0004378653,0.00123163,0.0009395723,0.00170353,0.002227773,0.001486779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001007118,"about_ca_system_score_gemma":0.005530817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001670984,"about_ca_topic_score_gemma":0.007527523,"domain_scores_codex":[0.994378,0.003157665,0.0002466826,0.0002215202,0.0013154,0.0006806657],"domain_scores_gemma":[0.9755073,0.003877255,0.004571596,0.001978274,0.006407387,0.0076581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001939229,0.003252657,0.2892452,0.0006714577,0.000107568,0.0003418618,0.02359759,0.000586737,0.004538151,0.005179492,0.1690709,0.5032146],"study_design_scores_gemma":[0.0001676745,0.002707108,0.829425,0.000515512,0.0001636951,0.0006243128,0.05164319,0.001233667,0.007016832,0.004513134,0.1018495,0.0001404762],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7950295,0.0008054452,0.01500035,0.05310686,0.001386208,0.001299105,0.0005251619,0.002041874,0.1308055],"genre_scores_gemma":[0.9707971,0.000349068,0.01533704,0.002051638,0.0001669974,0.0004508427,0.000147825,0.00007253494,0.01062695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008538992,"threshold_uncertainty_score":0.04515904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3383449110433133,"score_gpt":0.4845990098585233,"score_spread":0.14625409881521,"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."}}