{"id":"W2198330238","doi":"10.26522/tl.v3i2.41","title":"Leadership and Innovation in Schools","year":2006,"lang":"en","type":"article","venue":"Teaching and Learning","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Principal (computer security); Educational leadership; Pedagogy; Sociology; Management; Political science; 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":[],"consensus_categories":[],"category_scores_codex":[0.0005525918,0.00003938866,0.00004402563,0.00003794029,0.0003319515,0.00004901621,0.00001982245,0.00002038882,0.00001310853],"category_scores_gemma":[0.0002656895,0.00001813618,0.000003603586,0.0002830963,0.0000191062,0.00009019538,0.00001728633,0.0003171123,0.000003492587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008980744,"about_ca_system_score_gemma":0.000001860354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007972168,"about_ca_topic_score_gemma":0.00008325881,"domain_scores_codex":[0.9996134,0.0000719547,0.0000927339,0.00009439902,0.00004718062,0.00008032477],"domain_scores_gemma":[0.9998039,0.0001297629,0.00003304008,0.000007245976,0.00001990544,0.000006122407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003607957,0.00003188711,0.7482895,0.000005836033,0.000002744491,5.722761e-7,0.000703178,0.0000458626,0.02200573,0.06220366,0.0006675975,0.1660399],"study_design_scores_gemma":[0.00005245502,0.00002117547,0.9711429,0.00001950784,0.000001133344,0.000001648143,0.008659257,0.00005683063,0.00001570824,0.0009690353,0.01900012,0.00006025582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915077,0.0001200828,0.000003512844,0.003594242,0.00001851822,0.00002787154,3.592669e-7,0.0000277273,0.004699983],"genre_scores_gemma":[0.9977115,0.00000256988,0.0003025354,0.0001268513,0.00009974058,0.00000293149,0.00001800317,2.747774e-7,0.001735561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2228534,"threshold_uncertainty_score":0.2553136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07104019636907204,"score_gpt":0.2729129605151256,"score_spread":0.2018727641460536,"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."}}