{"id":"W4232903533","doi":"10.36510/learnland.v1i2.252","title":"Commentary: Reflections on Leadership","year":2008,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Education, Recreation and Sports","funders":"","keywords":"Element (criminal law); Transactional leadership; Work (physics); Educational leadership; Neuroleadership; Leadership; Political science; Leadership studies; Leadership style; Shared leadership; Public relations; Servant leadership; Engineering ethics; Psychology; Sociology; Pedagogy; Management; Law; Engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01762725,0.001824431,0.002176392,0.002502829,0.01455087,0.009511078,0.009684534,0.0703887,0.01083576],"category_scores_gemma":[0.1055148,0.001274485,0.002950113,0.002812677,0.01500417,0.01171958,0.006074732,0.09309343,0.007183732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01783608,"about_ca_system_score_gemma":0.02980072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03745754,"about_ca_topic_score_gemma":0.03943414,"domain_scores_codex":[0.9788195,0.007073035,0.001369569,0.002319733,0.007167519,0.0032506],"domain_scores_gemma":[0.9201893,0.05027396,0.003344619,0.001388375,0.01804667,0.006757147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009678066,0.000003370558,0.00001597632,0.00005956797,0.000004366067,0.0001339812,0.0004709766,0.00001129316,0.00001403799,0.001676884,0.9962792,0.001320591],"study_design_scores_gemma":[0.00003429888,0.00001951237,0.0001587541,0.001160982,0.00002176165,0.0003107513,0.002298087,0.00005028121,0.0001136981,0.006250689,0.9895415,0.00003977177],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00004990557,0.001559977,0.00002994144,0.9600873,0.03724843,0.000004587611,0.00001658386,0.000008867003,0.0009945007],"genre_scores_gemma":[0.001520617,0.001534139,0.00006447943,0.9642712,0.03008312,0.00002795757,0.00001250613,0.00003133567,0.002454653],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0703887,"threshold_uncertainty_score":0.1294104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.259719590907855,"score_gpt":0.405031316299771,"score_spread":0.145311725391916,"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."}}