{"id":"W3197173470","doi":"10.3390/su13179813","title":"How Transformation Catalysts Take Catalytic Action","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Religion, Society, and Development","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Transformational leadership; Transformative learning; Pace; Status quo; Action (physics); Process management; Work (physics); Political science; Sensemaking; Knowledge management; Business; Engineering ethics; Computer science; Sociology; Public relations; Engineering","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":[0.01458249,0.001092896,0.00066524,0.00268393,0.006052162,0.0175129,0.003085001,0.005618664,0.01497749],"category_scores_gemma":[0.02117881,0.0008398647,0.001340793,0.001403843,0.03529974,0.01920605,0.01105984,0.005468383,0.003410299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008005887,"about_ca_system_score_gemma":0.008780175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004485264,"about_ca_topic_score_gemma":0.003268903,"domain_scores_codex":[0.9886491,0.00493673,0.0003626166,0.002056647,0.002152086,0.001842733],"domain_scores_gemma":[0.9895698,0.005013656,0.0007078528,0.002564027,0.001281944,0.0008627661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001152009,0.00002766321,0.0007126612,0.00007761818,0.0000183874,0.0001986406,0.005355668,0.001202787,0.0002765669,0.9828061,0.002407262,0.006905197],"study_design_scores_gemma":[0.0000301005,0.00003487958,0.0004235799,0.0001874117,0.0000245082,0.0001676163,0.008460326,0.003291011,0.0009921539,0.8484171,0.1379389,0.00003246363],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05370208,0.003567821,0.1704499,0.03490805,0.00143037,0.0005159425,0.0001463232,0.0007707805,0.7345086],"genre_scores_gemma":[0.9270418,0.001594734,0.02686366,0.002837142,0.0002364163,0.0004634456,0.0001683712,0.0004554693,0.04033908],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0175129,"threshold_uncertainty_score":0.07712048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02261412221500683,"score_gpt":0.3171122181945044,"score_spread":0.2944980959794976,"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."}}