{"id":"W2580078896","doi":"10.1108/lodj-05-2015-0100","title":"Contrasting the nature and effects of environmentally specific and general transformational leadership","year":2017,"lang":"en","type":"article","venue":"Leadership & Organization Development Journal","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":165,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Western University","funders":"","keywords":"Transformational leadership; Psychology; Construct (python library); Confirmatory factor analysis; Social psychology; Sample (material); Empirical research; Construct validity; Structural equation modeling; Psychometrics; Developmental psychology; Computer science; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005889044,0.0003253505,0.0002896092,0.0006772666,0.0004274256,0.0008966925,0.0004184002,0.0003714497,0.002718123],"category_scores_gemma":[0.02496079,0.0002043866,0.0004589978,0.0003080589,0.001428546,0.0007454061,0.001508304,0.0007772286,0.0001111025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004758745,"about_ca_system_score_gemma":0.0006058296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009838932,"about_ca_topic_score_gemma":0.002344253,"domain_scores_codex":[0.9953488,0.002593154,0.0002287188,0.0004809901,0.001023525,0.0003247998],"domain_scores_gemma":[0.9538026,0.03298859,0.006300808,0.002895987,0.002286664,0.001725351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00268249,0.002652269,0.8457902,0.0006477644,0.0005379566,0.0002553015,0.009180921,0.0008672416,0.01193351,0.002033441,0.0002391347,0.1231798],"study_design_scores_gemma":[0.00005061727,0.001692602,0.9903702,0.00004989434,0.00009030262,0.0001025632,0.003806274,0.0004086276,0.002397899,0.0005461128,0.0004687086,0.00001622505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997916,0.000075006,0.0003637688,0.00004615048,0.000006102427,0.00002680703,0.000007946277,0.000002790151,0.001555461],"genre_scores_gemma":[0.9994928,0.00003413664,0.0002834545,0.00003612776,0.000006901406,0.00001570809,0.00001555266,0.000001410435,0.0001139647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005889044,"threshold_uncertainty_score":0.03114462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01982224774650658,"score_gpt":0.2200205827198552,"score_spread":0.2001983349733486,"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."}}