{"id":"W6993053398","doi":"","title":"A Multiple Case Study of Implementing Community Service-Learning in Large-Scale Higher Education Courses","year":2023,"lang":"en","type":"article","venue":"VU Research Portal","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athena Sustainable Materials Institute","funders":"","keywords":"Higher education; Transformational leadership; Work (physics); Thematic analysis; Reciprocal","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01080815,0.0006559347,0.0005989681,0.001184437,0.008615784,0.002885681,0.002657702,0.002711917,0.005464382],"category_scores_gemma":[0.01554252,0.0005197959,0.0006764405,0.001443736,0.003167194,0.002338275,0.003977091,0.002644141,0.0007024375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006810643,"about_ca_system_score_gemma":0.005651646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006587422,"about_ca_topic_score_gemma":0.02082848,"domain_scores_codex":[0.9894305,0.007856796,0.0002157692,0.0005627385,0.0006430335,0.00129117],"domain_scores_gemma":[0.9828451,0.01017081,0.001094049,0.0009855893,0.001207606,0.003696868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001000524,0.02951469,0.04591226,0.001579013,0.0001508004,0.03227151,0.6677062,0.005459692,0.009730226,0.01441283,0.006723182,0.1855391],"study_design_scores_gemma":[0.0004881421,0.0108855,0.04361856,0.0009172666,0.0001086596,0.0043933,0.8519179,0.008751029,0.008472,0.003434147,0.06682807,0.0001853719],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861429,0.0001231781,0.003639772,0.000982763,0.00003653192,0.001021561,0.00005018523,0.00002998896,0.007973014],"genre_scores_gemma":[0.9861752,0.0002345669,0.007895323,0.0003033944,0.00002160241,0.0006150353,0.00004257108,0.00002557517,0.004686777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01080815,"threshold_uncertainty_score":0.05715966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1942876812726243,"score_gpt":0.479335569595188,"score_spread":0.2850478883225637,"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."}}