{"id":"W7061419603","doi":"","title":"Relationships &amp; Engagement: The Challenges and Opportunities for&#13;\\nEffective Leadership and Change Management in a Canadian Research Library [Presentation]","year":2009,"lang":"en","type":"other","venue":"","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Change management (ITSM); Organizational change; Human resource management; Middle management; Management development; Organisational change","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01189051,0.0004265912,0.000609291,0.001921882,0.07205687,0.04591835,0.00493091,0.005746132,0.03977533],"category_scores_gemma":[0.01898601,0.0005442716,0.0005164696,0.005939039,0.02583524,0.01731307,0.01793507,0.009804024,0.004752824],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07780132,"about_ca_system_score_gemma":0.2111909,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8640097,"about_ca_topic_score_gemma":0.9435301,"domain_scores_codex":[0.9785014,0.007349556,0.0002684818,0.0008824914,0.003946349,0.009051708],"domain_scores_gemma":[0.9739892,0.003270651,0.0009533553,0.0007444194,0.004361968,0.01668032],"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":[0.0001216588,0.0004396815,0.008649789,0.0002031754,0.00002628403,0.0006058544,0.3593147,0.0002088285,0.0003336424,0.1012749,0.3366986,0.1921228],"study_design_scores_gemma":[0.00002697524,0.00003799582,0.01048327,0.0001807327,0.00001131669,0.00008305702,0.5869972,0.0003460211,0.0001311274,0.01157473,0.3900652,0.00006240262],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1412069,0.002950275,0.002126003,0.4637772,0.0009577328,0.0002638919,0.0003358635,0.000309222,0.388073],"genre_scores_gemma":[0.7543669,0.003530487,0.001973166,0.02609796,0.0003177554,0.0002584999,0.0002612035,0.0002592195,0.2129349],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9540817,"threshold_uncertainty_score":0.5644907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4328365455201072,"score_gpt":0.3610626130006909,"score_spread":0.07177393251941627,"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."}}