{"id":"W2947120123","doi":"10.15402/esj.v5i2.68353","title":"Creative Social Change: Leadership for a Healthy World by Kathryn Goldman Schuyler, E.B. Baugher, and K. Jironet","year":2019,"lang":"en","type":"article","venue":"Engaged Scholar Journal Community-Engaged Research Teaching and Learning","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interview; Sociology; Transactional leadership; Path (computing); Psychology; Media studies; Social psychology; Anthropology; Computer 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":[0.01202699,0.001170368,0.0006722651,0.001286927,0.003234545,0.01344509,0.001901242,0.004408338,0.002964951],"category_scores_gemma":[0.02564887,0.0004787671,0.0006842727,0.0010879,0.008390778,0.008735659,0.003531464,0.01434428,0.00147087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001984868,"about_ca_system_score_gemma":0.006184928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00127439,"about_ca_topic_score_gemma":0.004051761,"domain_scores_codex":[0.992933,0.004082262,0.0003383982,0.0005156724,0.00180368,0.0003269042],"domain_scores_gemma":[0.9775239,0.01566841,0.001038942,0.000406123,0.002621767,0.002740755],"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":[0.00007624501,0.00008298535,0.0005347786,0.0006357968,0.00002902339,0.0001458849,0.006122383,0.0001822231,0.0003321834,0.06051855,0.8056169,0.1257232],"study_design_scores_gemma":[0.0000212667,0.00009661632,0.0006486714,0.000857042,0.0000180645,0.0002551492,0.00598838,0.000538935,0.0004007003,0.04386909,0.9472538,0.00005237401],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001593006,0.05102501,0.007904755,0.8306968,0.1014864,0.00008332102,0.00002048085,0.0001137516,0.007076497],"genre_scores_gemma":[0.1073657,0.1808763,0.02948103,0.3991973,0.1830367,0.0009335391,0.0001531514,0.0005652257,0.09839119],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01344509,"threshold_uncertainty_score":0.06360561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6266188663786237,"score_gpt":0.5106567733901425,"score_spread":0.1159620929884813,"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."}}