{"id":"W2028841572","doi":"10.3138/jvme.34.2.85","title":"Change in Higher Education: Understanding and Responding to Individual and Organizational Resistance","year":2007,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resistance (ecology); Viewpoints; Skepticism; Organizational change; Workload; Citizen journalism; Process (computing); Public relations; Discipline; Change management (ITSM); Psychology; Engineering ethics; Political science; Sociology; Business; Social science; Epistemology; Computer science; Marketing; Ecology","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":[0.03714272,0.0009154973,0.001412622,0.004617556,0.006913512,0.01770657,0.003447344,0.009643889,0.002052932],"category_scores_gemma":[0.05317324,0.0006000478,0.001000843,0.002959412,0.0252566,0.02003806,0.009661156,0.007999687,0.0002624632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008488774,"about_ca_system_score_gemma":0.008131824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003031281,"about_ca_topic_score_gemma":0.002988409,"domain_scores_codex":[0.9399861,0.04585823,0.001971838,0.002745296,0.005825962,0.003612568],"domain_scores_gemma":[0.9357833,0.04477247,0.008536058,0.002634174,0.004551453,0.003722686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001104394,0.0005669845,0.03795737,0.00183589,0.0001667504,0.001154499,0.6501921,0.002383539,0.001043364,0.1217893,0.007811466,0.1749883],"study_design_scores_gemma":[0.00005134193,0.0004351239,0.02860164,0.001557149,0.00006433269,0.0008908321,0.6663546,0.006443005,0.0008155996,0.1979221,0.09668025,0.0001840673],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.458955,0.01642906,0.08826371,0.3257895,0.001345966,0.0009364627,0.00007057939,0.0004416501,0.1077681],"genre_scores_gemma":[0.9736101,0.003318789,0.01531669,0.005076009,0.0002830165,0.0002858541,0.0000252419,0.00002990509,0.002054448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03714272,"threshold_uncertainty_score":0.1964318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5861310037956844,"score_gpt":0.5581255181211511,"score_spread":0.02800548567453331,"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."}}