{"id":"W4407264783","doi":"10.29173/cais1982","title":"Civic Engagement and Collective Impact for Social Change","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Civic engagement; Social engagement; Public engagement; Social change; Sociology; Collective efficacy; Political science; Public relations; Social science; Politics; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.007302377,0.0005244871,0.0004952958,0.002672869,0.00733214,0.01591187,0.0009381464,0.002733641,0.01543293],"category_scores_gemma":[0.005478246,0.0002376738,0.0006093529,0.001652971,0.02854449,0.007413908,0.01814347,0.003758249,0.001120218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006045869,"about_ca_system_score_gemma":0.007003165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002758561,"about_ca_topic_score_gemma":0.005752357,"domain_scores_codex":[0.9940503,0.003275984,0.0001276707,0.0005885364,0.0008027474,0.001154808],"domain_scores_gemma":[0.994575,0.001851296,0.0004998831,0.0009257174,0.0005364208,0.001611658],"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":[0.00001959812,0.0001098088,0.004078887,0.0001913136,0.00003742701,0.00006673283,0.01057538,0.0006628468,0.0001513285,0.9194661,0.009149851,0.05549069],"study_design_scores_gemma":[0.00001833884,0.00007431519,0.006519191,0.0004118583,0.00002443346,0.00009680795,0.01752658,0.0005129631,0.0002719122,0.6837833,0.2907323,0.00002801764],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04108284,0.008040529,0.01170733,0.0661322,0.0007739373,0.0001064454,0.00007204446,0.0001202477,0.8719643],"genre_scores_gemma":[0.9754102,0.002735713,0.003641547,0.002412599,0.0005096953,0.0001211461,0.00005295207,0.0000523834,0.01506381],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01591187,"threshold_uncertainty_score":0.05162829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08095949453243062,"score_gpt":0.3420654400630186,"score_spread":0.261105945530588,"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."}}