{"id":"W4365810091","doi":"10.4324/9781003285670-10","title":"Community Engagement for Social Transformation","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformation (genetics); Community engagement; Sociology; Political science; Public relations","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":[],"consensus_categories":[],"category_scores_codex":[0.002838308,0.0008308633,0.0004583276,0.001508651,0.008393017,0.01415332,0.001128513,0.004935879,0.01889773],"category_scores_gemma":[0.002438582,0.0002365987,0.0004447139,0.002011627,0.02107433,0.01048314,0.01279235,0.004790023,0.003837191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009063089,"about_ca_system_score_gemma":0.00681114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004510859,"about_ca_topic_score_gemma":0.008739913,"domain_scores_codex":[0.9969253,0.001832113,0.00006264867,0.00024694,0.000537658,0.0003954148],"domain_scores_gemma":[0.9988727,0.0006069143,0.00006045113,0.0001273757,0.0001129106,0.0002196268],"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":[0.00000278775,0.0000110072,0.00003598173,0.00007837614,0.000001553497,0.00005480101,0.009419724,0.00009973322,0.00006152735,0.9565884,0.01408996,0.01955592],"study_design_scores_gemma":[0.000002735084,0.00001044097,0.0000740137,0.0002586365,0.000001580126,0.0001192229,0.006306462,0.0001352356,0.0001039904,0.2830128,0.7099681,0.000006648218],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002861515,0.01940114,0.01204731,0.02513173,0.001301679,0.0001197652,0.00002338559,0.0001332206,0.9389803],"genre_scores_gemma":[0.3161105,0.02452238,0.01523765,0.01039835,0.0009905464,0.0006165783,0.00009846256,0.0003705092,0.631655],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01889773,"threshold_uncertainty_score":0.06575769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2926455749028277,"score_gpt":0.370798506397955,"score_spread":0.07815293149512731,"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."}}