{"id":"W2907861237","doi":"10.5860/llm.v33i1.7316","title":"A Position of Strength: The Value of Evidence and Change Management in Master Plan Development","year":2018,"lang":"en","type":"article","venue":"Library Leadership & Management","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Flexibility (engineering); Creativity; Space (punctuation); Change management (ITSM); Master plan; Plan (archaeology); Position (finance); Service (business); Value (mathematics); Situated; Corporate governance; Business; Knowledge management; Computer science; Public relations; Process management; Engineering management; Political science; Management; Engineering; Marketing; Economics; Geography; Finance; Artificial intelligence","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":[0.0004988775,0.0000912977,0.0001048144,0.0002236584,0.0001416323,0.0000868801,0.0004204837,0.0000322237,0.0002314097],"category_scores_gemma":[0.000005714975,0.00006377314,0.00002414905,0.000555444,0.0003674873,0.007424108,0.0001971263,0.0000526983,0.00002063871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001549998,"about_ca_system_score_gemma":0.00002383043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004296383,"about_ca_topic_score_gemma":0.00001038497,"domain_scores_codex":[0.9987063,0.0001366338,0.0003435533,0.0001646697,0.0004012994,0.0002475547],"domain_scores_gemma":[0.9995431,0.00006911848,0.0001426662,0.0001832756,0.0000119265,0.00004996863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001073662,0.0001352757,0.03350178,0.0007193402,0.00007094633,0.000009118198,0.2515273,0.000004456663,0.000006385686,0.5476401,0.002590773,0.1636871],"study_design_scores_gemma":[0.0005994379,0.0001626706,0.6993336,0.001431228,0.00002987267,7.539714e-7,0.137957,0.0003162236,0.001215067,0.004049798,0.1545916,0.0003126498],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7628805,0.0009021875,0.0001973862,0.06455339,0.0005681471,0.002944781,0.000008799172,0.0001209436,0.1678239],"genre_scores_gemma":[0.9891198,0.0002639151,0.00342941,0.004021371,0.00008907915,0.00004374264,0.000007332667,0.000005349527,0.003019983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6658319,"threshold_uncertainty_score":0.5382299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2554017474184225,"score_gpt":0.3108496597673988,"score_spread":0.05544791234897628,"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."}}