{"id":"W4387832907","doi":"10.21065/22226184.7.1","title":"Are the Principals’ Leadership Styles Related with School Effectiveness?","year":2017,"lang":"en","type":"article","venue":"","topic":"School Leadership and Teacher Performance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Leadership style; Psychology; Business; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001835342,0.0001237624,0.0001392556,0.00002955767,0.002832032,0.0004621003,0.0008310345,0.0001199946,0.0003655424],"category_scores_gemma":[0.0009813965,0.00006987804,0.00005089694,0.0001054373,0.0008805267,0.000623886,0.00004349853,0.0003948692,0.000417806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007960024,"about_ca_system_score_gemma":0.0001418506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00139405,"about_ca_topic_score_gemma":0.006343921,"domain_scores_codex":[0.9984818,0.0003736561,0.0001065561,0.000235976,0.0003916747,0.0004103246],"domain_scores_gemma":[0.9987018,0.0002115364,0.000234773,0.0006197507,0.00008185071,0.0001502901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004686085,0.00002512855,0.9784896,0.00001927937,0.00004514575,0.00000887173,0.003727208,0.000007148664,0.00001947522,0.01610739,0.0003403266,0.001163603],"study_design_scores_gemma":[0.0004204961,0.00002806173,0.9367672,0.0001092702,0.00002049179,0.000001664413,0.05586198,0.00001135162,0.0002650199,0.0004493343,0.005899792,0.0001653835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7728767,0.0001644742,0.00004395971,0.01641064,0.0001627131,0.0004091092,6.634386e-7,0.0001735086,0.2097583],"genre_scores_gemma":[0.9885849,0.0000169562,0.00005430287,0.000388343,0.0002005943,0.0000371981,4.495951e-7,0.00001309583,0.01070421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2157082,"threshold_uncertainty_score":0.9984661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1692427904685858,"score_gpt":0.3470403531224804,"score_spread":0.1777975626538947,"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."}}