{"id":"W1181398668","doi":"","title":"Community-university partnerships in practice","year":2007,"lang":"en","type":"article","venue":"University of Brighton Repository (University of Brighton)","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Reciprocity (cultural anthropology); Community of practice; Engaged scholarship; Public relations; Community practice; Scholarship; Sociology; Relation (database); Reading (process); Best practice; Engineering ethics; Political science; Pedagogy; Engineering; Computer science; Social science","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":[],"category_scores_codex":[0.00344122,0.0001997223,0.0004379459,0.0004849396,0.003159129,0.00002051847,0.001636609,0.0003147327,0.0002730598],"category_scores_gemma":[0.00008238979,0.0003073746,0.0002473648,0.001003552,0.001410387,0.001028626,0.0004344764,0.001102806,0.00003829663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005934543,"about_ca_system_score_gemma":0.0003675424,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1743787,"about_ca_topic_score_gemma":0.09944367,"domain_scores_codex":[0.9952981,0.002980639,0.000229889,0.0003175658,0.0006644129,0.0005094098],"domain_scores_gemma":[0.9967731,0.001172935,0.0005565902,0.0007035198,0.0005007398,0.0002930843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.006682205,0.00584367,0.07083595,0.0005122928,0.001259842,0.005055721,0.7438424,0.0005558325,0.004000932,0.1387088,0.009118288,0.01358399],"study_design_scores_gemma":[0.001430523,0.0001491878,0.03174315,0.0001396966,0.0001772186,0.00000973349,0.4896269,0.0000437869,0.0003371225,0.00008738685,0.4759387,0.0003166059],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7352945,0.00006016284,0.001050063,0.001190619,0.0001627345,0.0002349373,0.00000704261,0.0001205227,0.2618795],"genre_scores_gemma":[0.9783047,0.0002232149,0.002437832,0.00004733603,0.00003188,7.269772e-9,0.00001510493,0.00001131441,0.01892858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4668204,"threshold_uncertainty_score":0.9999378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03274497287910166,"score_gpt":0.2485415598501454,"score_spread":0.2157965869710437,"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."}}