{"id":"W1755933571","doi":"10.1080/00219444.1978.10535540","title":"The Challenge of Change","year":2012,"lang":"en","type":"article","venue":"The Journal of Education for Business","topic":"Leadership and Management in Organizations","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Business","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":[0.00801434,0.0006010956,0.0008396363,0.00121296,0.008796941,0.01342428,0.001645721,0.01112957,0.01924545],"category_scores_gemma":[0.01370642,0.0002949442,0.0005550074,0.001010795,0.04395885,0.01698633,0.007386896,0.01169961,0.003517547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005937739,"about_ca_system_score_gemma":0.01003949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004546876,"about_ca_topic_score_gemma":0.005662209,"domain_scores_codex":[0.9911048,0.004620405,0.0001796145,0.0009380158,0.00176732,0.001389901],"domain_scores_gemma":[0.990542,0.004565799,0.0005073528,0.001241262,0.001338061,0.001805451],"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":[0.00001574356,0.00001981571,0.0001813955,0.00005387752,0.000007532313,0.00009037272,0.003804313,0.0001059831,0.00006743122,0.9271901,0.05692305,0.01154034],"study_design_scores_gemma":[0.0000135746,0.00001464391,0.0001905361,0.0001469692,0.000004151048,0.00007609065,0.004527623,0.0001336188,0.00005781102,0.5076447,0.4871764,0.0000137342],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.005035593,0.02375245,0.002892075,0.6627222,0.007603884,0.00002484331,0.00006574982,0.00006136009,0.2978418],"genre_scores_gemma":[0.6962901,0.01747909,0.003239345,0.1513333,0.01298457,0.000199883,0.0001053162,0.000209161,0.1181592],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.01924545,"threshold_uncertainty_score":0.06438243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1059171297924257,"score_gpt":0.2912133927754704,"score_spread":0.1852962629830446,"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."}}