{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001606058,0.0005275946,0.0003394121,0.0007178221,0.001279318,0.008107346,0.001487532,0.002198224,0.01105824],"category_scores_gemma":[0.002138609,0.0003179953,0.0003895304,0.0009283393,0.004999369,0.007543874,0.002855636,0.002015215,0.00108501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00293778,"about_ca_system_score_gemma":0.004196782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002615904,"about_ca_topic_score_gemma":0.003638347,"domain_scores_codex":[0.9990013,0.0005107094,0.0000321191,0.0001252204,0.0002552893,0.00007527147],"domain_scores_gemma":[0.998498,0.001164725,0.00004967662,0.0001147727,0.00008859387,0.00008436049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008931324,0.00004727541,0.000103167,0.00009176569,0.000006867294,0.00004190567,0.001367578,0.001963185,0.0003213214,0.9465284,0.005427087,0.04409249],"study_design_scores_gemma":[0.00001705819,0.00005710496,0.0003883549,0.0002001752,0.00001519287,0.00009363718,0.002152864,0.01773197,0.001136902,0.8348065,0.1433807,0.00001944072],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01185993,0.01035653,0.2995394,0.01356785,0.0008232286,0.0001866373,0.00009010808,0.0005849393,0.6629913],"genre_scores_gemma":[0.6735626,0.009909474,0.1156296,0.001520753,0.0009455776,0.0006352932,0.0001952752,0.0002344732,0.197367],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01105824,"threshold_uncertainty_score":0.0369935,"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."}}