{"id":"W2998468847","doi":"10.20533/ijibs.2046.3626.2019.0033","title":"Exploring Situational Leadership in the Education System: Practices for Multicultural Societies","year":2019,"lang":"en","type":"article","venue":"International Journal of Innovative Business Strategies","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Multiculturalism; Situational ethics; Situational leadership theory; Engineering ethics; Pedagogy; Sociology; Psychology; Political science; Knowledge management; Shared leadership; Leadership style; Public relations; Social psychology; Engineering; Computer science","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":[0.01671081,0.0004353595,0.0003531833,0.003300918,0.0124306,0.01019013,0.00115517,0.0007973497,0.004060664],"category_scores_gemma":[0.01365085,0.0003683739,0.0005541526,0.003624679,0.008670824,0.006390661,0.008008436,0.001683366,0.0002860912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007517159,"about_ca_system_score_gemma":0.01259939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01500371,"about_ca_topic_score_gemma":0.05206302,"domain_scores_codex":[0.985947,0.01178041,0.0003063985,0.0004567053,0.0005746901,0.0009348124],"domain_scores_gemma":[0.9909577,0.004670099,0.0007856629,0.001035852,0.001455453,0.001095121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002664471,0.0001325818,0.04008262,0.0003568033,0.00002276897,0.0005189998,0.850513,0.0001987079,0.0006153164,0.02165064,0.000866694,0.08501522],"study_design_scores_gemma":[0.000006556367,0.00005938605,0.01276149,0.0004304148,0.00001714188,0.0002048632,0.9644257,0.0004558599,0.0003787857,0.006122842,0.01512225,0.00001462093],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9002601,0.001627994,0.02097622,0.008190537,0.00009605982,0.0004759896,0.00005027876,0.00008080328,0.06824208],"genre_scores_gemma":[0.9832442,0.0005210516,0.01448886,0.0002325387,0.000009018724,0.000120653,0.00002169579,0.00001815311,0.00134374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01671081,"threshold_uncertainty_score":0.08837628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6155275602692145,"score_gpt":0.4616043055402139,"score_spread":0.1539232547290006,"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."}}