{"id":"W4239728839","doi":"10.17722/ijme.v9i2.926","title":"When Change Agents Manage Change","year":2017,"lang":"en","type":"article","venue":"International Journal of Management Excellence","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Change management (ITSM); Business; Computer science; Process management; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01081709,0.0004473696,0.0005478496,0.001207279,0.004183182,0.00908096,0.001376178,0.004723466,0.178384],"category_scores_gemma":[0.07931352,0.0003939859,0.0007610893,0.001103287,0.002330509,0.009292696,0.004082405,0.002894694,0.06170402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003654563,"about_ca_system_score_gemma":0.008200469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006291142,"about_ca_topic_score_gemma":0.01155487,"domain_scores_codex":[0.9875666,0.00513482,0.0009841343,0.001119165,0.003621201,0.001574194],"domain_scores_gemma":[0.953313,0.01404281,0.003689568,0.00811017,0.01504749,0.005797048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008421728,0.0002479148,0.006295957,0.00104017,0.00006695341,0.0003800505,0.0009442305,0.0003836993,0.001234892,0.07192543,0.5583567,0.3582818],"study_design_scores_gemma":[0.0001338578,0.0001203044,0.007586946,0.002127217,0.00004843086,0.0003020571,0.003134578,0.001195217,0.001950364,0.05453946,0.928807,0.00005458081],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01194633,0.003595117,0.007641014,0.1429089,0.016476,0.0004271361,0.001342806,0.0008289739,0.8148337],"genre_scores_gemma":[0.5037253,0.007417873,0.01600287,0.08788348,0.005860202,0.002012386,0.002631307,0.001177492,0.373289],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.178384,"threshold_uncertainty_score":0.5967539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4176709778882595,"score_gpt":0.4609998791812254,"score_spread":0.04332890129296596,"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."}}