{"id":"W4206944578","doi":"10.1007/978-3-030-84694-7_34","title":"Dialogic and Noncoercive Learning for Transformational Change: A Systems Approach","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Organizational Learning and Leadership","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Global Affairs Canada","funders":"","keywords":"Mindset; Transformational leadership; Dialogic; Dilemma; Status quo; Narrative; Sociology; Pedagogy; Political science; Epistemology; Psychology; Public relations; Philosophy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003367809,0.0002503409,0.0002803521,0.0002778744,0.0004507947,0.000261824,0.0001229551,0.0001632744,0.00124412],"category_scores_gemma":[0.00004449494,0.0002370256,0.00008445921,0.00006188485,0.00004056988,0.0005192031,0.00005971412,0.0003896009,0.00009027095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003959455,"about_ca_system_score_gemma":0.00002085564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006858759,"about_ca_topic_score_gemma":0.000003398514,"domain_scores_codex":[0.9989541,0.000007385162,0.0002362936,0.0003119347,0.0003035261,0.0001867412],"domain_scores_gemma":[0.9994735,0.0000867381,0.0002191719,0.00007696276,0.0001313279,0.00001233086],"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":[0.00002475995,0.00001273351,0.0001364622,0.001053151,0.00005585515,0.000001351505,0.0002673973,0.0006897885,8.178334e-7,0.9943223,0.001948802,0.001486605],"study_design_scores_gemma":[0.0003670133,0.00002250273,0.0001004095,0.00005031978,0.0001107073,0.000006752766,0.0004865458,0.01435396,4.738266e-8,0.001753363,0.9823861,0.0003622744],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002546056,0.0006761494,0.003796111,0.001225075,0.0003771261,0.001081446,0.00001711264,0.0002571575,0.9925444],"genre_scores_gemma":[0.1963923,0.0001048898,0.0004045174,0.002604098,0.009153292,0.000500889,0.005633872,0.0002568861,0.7849493],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9925689,"threshold_uncertainty_score":0.9996689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0717634279371057,"score_gpt":0.2123205466987997,"score_spread":0.140557118761694,"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."}}