{"id":"W2966145501","doi":"10.1177/2319714519863559","title":"Learning from Quality Audit in Higher Education Institutions: A Tool for Community Engagement Enhancement","year":2019,"lang":"en","type":"article","venue":"FIIB Business Review","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Accreditation; Audit; Quality (philosophy); Higher education; Public relations; Quality audit; Medical education; Community engagement; Psychology; Business; Accounting; Political science; Medicine","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":[0.103685,0.0006782344,0.001066996,0.01445899,0.001988403,0.005459738,0.001812941,0.001143762,0.003759812],"category_scores_gemma":[0.1867633,0.0004770019,0.001043918,0.008757492,0.001125733,0.004980048,0.005499734,0.001823316,0.001051159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004670646,"about_ca_system_score_gemma":0.01425684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002359569,"about_ca_topic_score_gemma":0.005761899,"domain_scores_codex":[0.8845062,0.08233999,0.009336412,0.001473314,0.02072353,0.001620563],"domain_scores_gemma":[0.743223,0.1501705,0.03536301,0.01032944,0.05226797,0.00864609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002369259,0.001002646,0.04851092,0.004474545,0.000172662,0.000208398,0.01331468,0.0003097472,0.0007434535,0.003999499,0.02280854,0.904218],"study_design_scores_gemma":[0.0008306884,0.005672923,0.4279321,0.02504449,0.001871156,0.001791825,0.07927652,0.007309825,0.007819922,0.01612618,0.4255837,0.0007407895],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5902655,0.01659279,0.1067854,0.06631828,0.002931198,0.02935984,0.003938313,0.00400774,0.179801],"genre_scores_gemma":[0.7933816,0.0067681,0.1761734,0.002822991,0.0004811223,0.009286351,0.001198729,0.0001502333,0.009737475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.103685,"threshold_uncertainty_score":0.548345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2817606981759891,"score_gpt":0.4240544391839257,"score_spread":0.1422937410079365,"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."}}