{"id":"W2211135208","doi":"","title":"Preserving the Learning Environment: Leadership for Time.","year":2008,"lang":"en","type":"article","venue":"International electronic journal for leadership in learning","topic":"School Choice and Performance","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Leadership style; Instructional leadership; Psychology; Shared leadership; Sociology; Educational leadership; Pedagogy; Mathematics education; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003695594,0.0001581047,0.0001659762,0.0001874681,0.002053681,0.0001582249,0.000785692,0.0001345672,0.0004816917],"category_scores_gemma":[0.001895382,0.0001396413,0.0002030117,0.000164187,0.0002005178,0.0006608865,0.00002945708,0.001795039,0.00007346719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007041479,"about_ca_system_score_gemma":0.0004371692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007526876,"about_ca_topic_score_gemma":0.0002253685,"domain_scores_codex":[0.9972556,0.0003359659,0.0003575362,0.0002439817,0.0005980665,0.001208818],"domain_scores_gemma":[0.9981371,0.00129681,0.0002677956,0.00008639264,0.0001208694,0.00009108093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002860453,0.0004614808,0.2248598,0.0002422871,0.001152599,0.00004753156,0.2154309,0.3874416,0.003574688,0.09925958,0.02404393,0.04062526],"study_design_scores_gemma":[0.001592992,0.0003520468,0.001687043,0.0001482378,0.00002637778,0.0001034978,0.036745,0.0148593,0.0001583512,0.005718946,0.9382535,0.0003547575],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5026526,0.02048356,0.0660013,0.3514244,0.005398593,0.004358987,0.00001267132,0.0005734238,0.04909446],"genre_scores_gemma":[0.931037,0.001104109,0.0001378802,0.0004985458,0.002263996,0.00008456339,0.00001308837,0.00003530245,0.06482549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9142095,"threshold_uncertainty_score":0.9992455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1594578140030082,"score_gpt":0.3366068929909106,"score_spread":0.1771490789879023,"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."}}