{"id":"W2795625187","doi":"10.1111/josi.12253","title":"Leadership and Social Transformation: The Role of Marginalized Individuals and Groups","year":2018,"lang":"en","type":"article","venue":"Journal of Social Issues","topic":"Social and Intergroup Psychology","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Situational ethics; Obstacle; Face (sociological concept); Public relations; Leadership style; Transactional leadership; Sociology; Shared leadership; Political science; Social psychology; Psychology; Social science; Law","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":[0.004390152,0.0002093211,0.0003494363,0.001091266,0.005176296,0.005624118,0.0009316897,0.0007426013,0.004246829],"category_scores_gemma":[0.01218924,0.0001398119,0.000215449,0.0006198901,0.01100245,0.002671542,0.005139116,0.001499089,0.0001872999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001619293,"about_ca_system_score_gemma":0.002607122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004390775,"about_ca_topic_score_gemma":0.007418086,"domain_scores_codex":[0.9944389,0.00408395,0.00005754036,0.000227963,0.0003675035,0.0008242468],"domain_scores_gemma":[0.9875603,0.005693233,0.001612632,0.0002438056,0.0005345267,0.00435551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002941292,0.000844715,0.3372964,0.0002367973,0.0001282332,0.001207347,0.4295455,0.0002935008,0.0005016516,0.1493268,0.006385015,0.07394003],"study_design_scores_gemma":[0.00004573963,0.0004340748,0.3457505,0.0005368572,0.00006240363,0.0009588708,0.5537463,0.00124496,0.0002293306,0.06245398,0.03447522,0.00006178829],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9465766,0.003842225,0.0005909585,0.01573482,0.0001704405,0.00001917869,0.00001718689,0.00000871084,0.03303998],"genre_scores_gemma":[0.9989656,0.0003891342,0.00004957155,0.0001523778,0.0000370997,0.000005151144,0.000002543788,0.000001726829,0.0003966411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005624118,"threshold_uncertainty_score":0.02321762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05929214873127648,"score_gpt":0.3605996520840342,"score_spread":0.3013075033527577,"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."}}