{"id":"W3003803800","doi":"10.5430/jms.v11n1p17","title":"Knowledge Strategy and Leadership and Their Roles in Change at Universities","year":2019,"lang":"en","type":"article","venue":"Journal of Management and Strategy","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformational leadership; Context (archaeology); Public relations; Face (sociological concept); Variety (cybernetics); Competition (biology); Political science; Realm; Perspective (graphical); Strategic leadership; Engineering ethics; Sociology; Management; Leadership style; Engineering; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01166637,0.0003732455,0.0004189186,0.002340096,0.009378013,0.02121261,0.001177317,0.004437688,0.005498216],"category_scores_gemma":[0.01083455,0.0002931335,0.0003455697,0.00200171,0.02758472,0.008458846,0.007998025,0.003324004,0.0005967782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01199112,"about_ca_system_score_gemma":0.01527344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005899164,"about_ca_topic_score_gemma":0.005532546,"domain_scores_codex":[0.9847021,0.01003878,0.0002684924,0.0005734698,0.001375193,0.003042007],"domain_scores_gemma":[0.9871154,0.00484484,0.001356191,0.0004287383,0.001478671,0.004776215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004214072,0.0001670715,0.005724955,0.0001018076,0.00001994429,0.0003820393,0.08043266,0.0006025162,0.0002667567,0.8731321,0.004417712,0.03471038],"study_design_scores_gemma":[0.00006348994,0.0002317116,0.01126917,0.0004364289,0.00002700928,0.0003538565,0.243406,0.002537945,0.0007626408,0.5330709,0.2077223,0.0001186057],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2779738,0.009141127,0.01718768,0.143445,0.001031604,0.0001411894,0.00003204825,0.0001157173,0.5509319],"genre_scores_gemma":[0.9913126,0.0007130829,0.0006162455,0.001074819,0.00008586231,0.00002692892,0.000004155244,0.0000101167,0.006156188],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02121261,"threshold_uncertainty_score":0.08700216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08353275477644545,"score_gpt":0.2996448979048578,"score_spread":0.2161121431284123,"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."}}