{"id":"W2147606081","doi":"10.18438/b8f62m","title":"Renewal and Change","year":2011,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Organizational Change and Leadership","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.002494375,0.0006146588,0.0008452781,0.001637455,0.002090211,0.004338115,0.00158778,0.00295002,0.2650026],"category_scores_gemma":[0.01141686,0.0002829104,0.0007002325,0.00204723,0.002364061,0.00404165,0.003444231,0.003589872,0.08942792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002294993,"about_ca_system_score_gemma":0.003440433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002212619,"about_ca_topic_score_gemma":0.004493746,"domain_scores_codex":[0.9976357,0.000547289,0.0001815528,0.0003708285,0.001057756,0.0002068732],"domain_scores_gemma":[0.9944524,0.001278667,0.000304415,0.0009456507,0.002075529,0.0009432824],"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":[0.0001254381,0.00006330005,0.0005036448,0.0008472368,0.0000214361,0.0001576544,0.000307839,0.00008731341,0.0003401535,0.05111965,0.7749608,0.1714655],"study_design_scores_gemma":[0.000006795329,0.00003773943,0.000588459,0.000514767,0.00001186315,0.00009939991,0.0002917363,0.00003069765,0.0001323983,0.006144929,0.9921345,0.000006818556],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.001887563,0.0785252,0.001709647,0.1243117,0.1452576,0.0002032341,0.001337574,0.0002470663,0.6465204],"genre_scores_gemma":[0.0256598,0.03371637,0.0007744427,0.02156833,0.01876421,0.0001681389,0.001175373,0.00009213234,0.8980812],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2650026,"threshold_uncertainty_score":0.8865221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07806812908410488,"score_gpt":0.2322009809984064,"score_spread":0.1541328519143015,"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."}}