{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.6389968,0.002122807,0.006404868,0.02665985,0.009622077,0.05232786,0.01277849,0.02732308,0.007607258],"category_scores_gemma":[0.7975398,0.002614761,0.004549557,0.01146377,0.05635583,0.08563249,0.03396422,0.03232552,0.001230526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02929438,"about_ca_system_score_gemma":0.08401973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008842757,"about_ca_topic_score_gemma":0.01744157,"domain_scores_codex":[0.4306812,0.4519872,0.0430651,0.01451234,0.05381592,0.005938333],"domain_scores_gemma":[0.06592689,0.829756,0.01837116,0.03038321,0.04867613,0.006886617],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001167475,0.0005860959,0.019819,0.0300304,0.002735442,0.0009377275,0.02456191,0.001694729,0.0003334759,0.3024405,0.05782996,0.5578632],"study_design_scores_gemma":[0.0007159776,0.001075438,0.006752026,0.1685879,0.002059112,0.0009988411,0.02714569,0.003195069,0.0008654486,0.6081198,0.1799815,0.0005030424],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006215924,0.1424338,0.02218487,0.8010249,0.008540732,0.0007618023,0.0002174012,0.0001268272,0.01849371],"genre_scores_gemma":[0.497156,0.1027626,0.1863994,0.1930375,0.01245878,0.004738673,0.0004660899,0.0002495604,0.002731401],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6389968,"threshold_uncertainty_score":0.4451812,"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."}}