{"id":"W4415879940","doi":"10.46787/elthe.v8i1-march.4152","title":"Unusual Synergy","year":2025,"lang":"","type":"article","venue":"Experiential Learning and Teaching in Higher Education","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Civic engagement; Experiential learning; Politics; Community engagement; Undergraduate research; Public engagement; Experiential education; Community organizing; Service-learning","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001910382,0.0002577487,0.0002738676,0.000439514,0.002811669,0.0004831206,0.0003229363,0.0002524962,0.0008887694],"category_scores_gemma":[0.0002311613,0.0003070877,0.0000735607,0.0004541825,0.0002106494,0.0002686977,0.0002269923,0.002031206,0.00002110528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002647106,"about_ca_system_score_gemma":0.0003926555,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01044946,"about_ca_topic_score_gemma":0.0003623407,"domain_scores_codex":[0.9946026,0.00368846,0.0004233876,0.0004981501,0.0003130198,0.0004743938],"domain_scores_gemma":[0.9990021,0.0003973159,0.0001727905,0.0002481267,0.00005327246,0.0001263945],"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":[0.00006467554,0.001059219,0.04341121,0.0001176235,0.00007184072,0.000001661475,0.281921,0.0003320029,0.0001503408,0.4852245,0.001275337,0.1863706],"study_design_scores_gemma":[0.0003343156,0.00007266697,0.01578151,0.0004786666,0.00003461542,3.944637e-7,0.1604921,0.0001449199,0.00001730252,0.0004642527,0.8219095,0.0002697384],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6600927,0.003242772,0.00007456057,0.005503028,0.007251034,0.000185795,3.493351e-7,0.000130851,0.323519],"genre_scores_gemma":[0.8778605,0.0002634781,0.000189417,0.0003596436,0.0005571085,0.00006651417,0.00002478148,0.00001944782,0.120659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8206342,"threshold_uncertainty_score":0.9999381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02042021691749185,"score_gpt":0.3504656823829598,"score_spread":0.3300454654654679,"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."}}