{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008278782,0.00009162791,0.0001267046,0.0000278051,0.000607716,0.0001862022,0.0001080833,0.0001198918,0.00001985619],"category_scores_gemma":[0.001006949,0.00009376984,0.0001159722,0.0004643021,0.0001836608,0.0005351155,0.000019562,0.0001092219,0.00000892187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001994457,"about_ca_system_score_gemma":0.002160357,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007870453,"about_ca_topic_score_gemma":0.003154594,"domain_scores_codex":[0.9986663,0.000190853,0.0001665375,0.0002445794,0.0004011926,0.0003304812],"domain_scores_gemma":[0.9985468,0.00005272491,0.00005208789,0.0002230817,0.001004315,0.0001209378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002928402,0.0002546438,0.006746922,0.0005766049,0.00005608204,0.00002546714,0.9144697,0.00002182082,0.00009684898,0.02488933,0.02984812,0.02298516],"study_design_scores_gemma":[0.0002927791,0.0000152373,0.05319726,0.000007817414,0.00002550288,0.00000288034,0.7112926,0.00001607719,0.002596463,0.07094632,0.1613562,0.0002509184],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9543614,0.0007459784,0.001531938,0.03705407,0.0004803279,0.0004794064,0.000003930124,0.0001437217,0.00519927],"genre_scores_gemma":[0.997283,0.0005440269,0.00009272608,0.00009807365,0.0001172763,0.00002377472,0.00004412124,0.000005532539,0.001791485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2031771,"threshold_uncertainty_score":0.9987362,"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."}}