{"id":"W2955056794","doi":"10.1080/13603124.2019.1623922","title":"Understanding the relationship between transformational leadership and collective teacher efficacy in Chinese primary schools","year":2019,"lang":"en","type":"article","venue":"International Journal of Leadership in Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Transformational leadership; Collective efficacy; Shared leadership; Psychology; Competence (human resources); Context (archaeology); Instructional leadership; Collective leadership; Path analysis (statistics); Self-efficacy; Transactional leadership; Pedagogy; Educational leadership; Social psychology; Political science; China","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002648741,0.0001374893,0.0002107573,0.0007164242,0.000134626,0.0001551037,0.0004122433,0.0001326041,0.00008828661],"category_scores_gemma":[0.001739347,0.0001146488,0.0000802145,0.0006272014,0.0002183214,0.000917481,0.00001368675,0.0008653194,0.00001889782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002157516,"about_ca_system_score_gemma":0.001662101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001230498,"about_ca_topic_score_gemma":0.0005100953,"domain_scores_codex":[0.9976162,0.0006549119,0.0005754496,0.0001621119,0.0007254804,0.0002658782],"domain_scores_gemma":[0.9972304,0.002040078,0.0003389658,0.00008687748,0.0002185276,0.00008517432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005417394,0.0001755087,0.781158,0.00001937886,0.00003147612,5.196331e-7,0.212745,0.00003970629,0.000005386398,0.003927452,0.0003698999,0.001473555],"study_design_scores_gemma":[0.0005985009,0.00001757418,0.6376573,0.000184172,0.000007925556,0.000004786126,0.3564521,0.000003303996,9.890315e-7,0.004742473,0.0002502312,0.00008055734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7706605,0.0007819185,0.0001574993,0.2224604,0.001258729,0.0003619467,0.000001473914,0.00001101073,0.004306561],"genre_scores_gemma":[0.9967604,0.00004224757,0.0001155017,0.001033773,0.0007481077,0.00001340453,0.000009166548,0.00001211768,0.001265303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2260999,"threshold_uncertainty_score":0.5641828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3983660219854856,"score_gpt":0.4222899639125609,"score_spread":0.02392394192707531,"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."}}