{"id":"W2595633281","doi":"10.1108/s1479-366020160000027012","title":"The Head and Heart of Change: Leaders’ Advice about Change","year":2017,"lang":"en","type":"book-chapter","venue":"Advances in educational administration","topic":"Organizational Learning and Leadership","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; St. Mary's University","funders":"","keywords":"Head (geology); Advice (programming); Political science; Psychology; Computer science; Geology","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":[0.0002458419,0.0001983722,0.0001915336,0.000141748,0.0003354398,0.0001471697,0.0002062597,0.0001297305,0.0001347302],"category_scores_gemma":[0.0002273443,0.0001775406,0.00004112103,0.00004249985,0.0003082514,0.001284171,0.00003743886,0.0002350735,0.00008324753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003252182,"about_ca_system_score_gemma":0.0001183601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007336075,"about_ca_topic_score_gemma":0.001154362,"domain_scores_codex":[0.9989653,0.000007737905,0.0003037289,0.0002792303,0.0002890541,0.0001549961],"domain_scores_gemma":[0.9988146,0.0001912295,0.000533183,0.0002285697,0.0002189244,0.00001350183],"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":[0.00006284327,0.00007261892,0.01347337,0.0005416421,0.00001850042,0.000001333033,0.0004378824,0.000004348851,0.000006107451,0.964627,0.001350239,0.01940409],"study_design_scores_gemma":[0.0001552926,0.00002711755,0.07807459,0.000451472,0.00002537759,0.000004887076,0.0002291382,0.0000337603,0.000002342379,0.03096129,0.889816,0.0002186756],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003780711,0.05122823,0.00001709278,0.1421258,0.004327702,0.001957338,0.00005451369,0.0001303381,0.7963783],"genre_scores_gemma":[0.8839617,0.002046266,0.0002087584,0.002268955,0.009367204,0.000140752,0.0006007715,0.00007050065,0.101335],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9336658,"threshold_uncertainty_score":0.7239895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09304106605839349,"score_gpt":0.3318492670285879,"score_spread":0.2388082009701944,"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."}}