{"id":"W14980771","doi":"10.1177/105268461302300102","title":"Teacher Perceptions of Principals’ Leadership Qualities: A Mixed Methods Study","year":2013,"lang":"en","type":"article","venue":"Journal of School Leadership","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Transformational leadership; Psychology; Leadership style; Sample (material); Medical education; Social psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0172759,0.0005136144,0.001122321,0.003171348,0.005455457,0.004051304,0.001560546,0.0008842208,0.002099581],"category_scores_gemma":[0.01964776,0.001386099,0.000552864,0.004127089,0.00139528,0.001826148,0.001632901,0.001029009,0.0005420095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005333351,"about_ca_system_score_gemma":0.00730171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0259568,"about_ca_topic_score_gemma":0.06154171,"domain_scores_codex":[0.9873285,0.007932812,0.0007638885,0.0009466044,0.00181603,0.001212238],"domain_scores_gemma":[0.9805472,0.01182017,0.002310639,0.001007437,0.003312605,0.001001895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0005853879,0.003880912,0.3404979,0.001028051,0.00008652343,0.001798644,0.5902311,0.0002560256,0.002341963,0.0008488759,0.0008815623,0.05756307],"study_design_scores_gemma":[0.0001341991,0.003387893,0.1572866,0.0006756354,0.00009762669,0.0008249063,0.8273304,0.0009534602,0.00120052,0.0002786959,0.007771263,0.00005889644],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962475,0.0002801692,0.001558026,0.0001434098,0.00001076499,0.0007670726,0.0001400172,0.00001102148,0.0008420765],"genre_scores_gemma":[0.9874343,0.0009234428,0.006923012,0.0002676895,0.00003616756,0.002383671,0.0002276584,0.00002222599,0.001781834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0259568,"threshold_uncertainty_score":0.0913648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4734602228350897,"score_gpt":0.500962512049811,"score_spread":0.02750228921472131,"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."}}