{"id":"W42828112","doi":"","title":"How to benchmark university community engagement","year":2010,"lang":"en","type":"book-chapter","venue":"Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benchmarking; Disadvantaged; Quarter (Canadian coin); Public relations; Government (linguistics); Community engagement; Political science; Marketing; Business; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.001179346,0.0004929007,0.0006704653,0.0003060936,0.006357964,0.0000900239,0.002596137,0.0007679642,0.0009034],"category_scores_gemma":[0.0000704618,0.0006245982,0.000509996,0.0003159818,0.004183716,0.0007565857,0.0005265405,0.001940552,0.00007521603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001017762,"about_ca_system_score_gemma":0.004897795,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009747567,"about_ca_topic_score_gemma":0.01237671,"domain_scores_codex":[0.996636,0.0004303969,0.0003373181,0.0006582041,0.001444611,0.000493486],"domain_scores_gemma":[0.9962326,0.0003033932,0.0009163544,0.0009941419,0.001053812,0.000499728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004218371,0.0005481126,0.0003783002,0.0002025913,0.0007402637,0.0004820785,0.03851983,0.0001305048,0.00401577,0.9469199,0.004724036,0.002916826],"study_design_scores_gemma":[0.0008100048,0.0002362116,0.01039273,0.0004771542,0.0003530301,0.00001897351,0.07034183,0.000002786783,0.0003558639,0.004310605,0.9118667,0.0008341345],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08829803,0.0001234665,0.001678398,0.003295888,0.001002892,0.001094584,0.0005059862,0.0001206868,0.9038801],"genre_scores_gemma":[0.622213,0.0006269811,0.00405623,0.0000406528,0.0001920133,1.140926e-7,0.00006601315,0.00002040198,0.3727846],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9426093,"threshold_uncertainty_score":0.9996206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03146298356000669,"score_gpt":0.2237503565451973,"score_spread":0.1922873729851906,"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."}}