{"id":"W54240067","doi":"10.55016/ojs/ajer.v56i2.55397","title":"Characteristics of Effective School Principals: A Mixed-Research Study","year":2010,"lang":"en","type":"article","venue":"Alberta Journal of Educational Research","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Educational research; Mathematics education; Pedagogy; 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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01391303,0.00009505045,0.0002612389,0.0007431073,0.0006783846,0.000118733,0.0008047229,0.00009909252,0.00837629],"category_scores_gemma":[0.1109557,0.00008221292,0.00009499161,0.001091072,0.001147755,0.0002720733,0.00009780965,0.001905561,0.0003189154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002533888,"about_ca_system_score_gemma":0.004621905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005722352,"about_ca_topic_score_gemma":0.01645948,"domain_scores_codex":[0.994022,0.002630972,0.0005322155,0.0001946033,0.002098768,0.0005214066],"domain_scores_gemma":[0.9594783,0.03485803,0.0002517278,0.0002516608,0.004735105,0.0004251859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008289306,0.002667544,0.8055339,0.00002778802,0.000132799,5.622819e-7,0.1566612,2.287205e-7,0.0005029276,0.02177471,0.01041702,0.00219838],"study_design_scores_gemma":[0.0002567491,0.0003044533,0.8090404,0.000040381,0.00001512755,0.000003611112,0.1503758,4.396712e-7,0.00007021936,0.0007402709,0.03908138,0.0000711941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9268325,0.0001466009,4.085239e-7,0.04763553,0.001071946,0.0005816579,0.000001655408,7.01775e-7,0.02372897],"genre_scores_gemma":[0.9823426,0.00006605537,0.000087337,0.00002592618,0.001885026,0.00007248757,0.000001276087,0.00001271862,0.01550658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09704268,"threshold_uncertainty_score":0.9925302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.255893126157881,"score_gpt":0.5492938738174011,"score_spread":0.2934007476595201,"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."}}