{"id":"W2614263794","doi":"10.1108/qae-11-2016-0061","title":"Aligning accreditation and academic program reviews: a Canadian case study","year":2017,"lang":"en","type":"article","venue":"Quality Assurance in Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Accreditation; Originality; Process (computing); Quality assurance; Medical education; Resource (disambiguation); Value (mathematics); Quality (philosophy); Public relations; Business; Computer science; Marketing; Political science; Medicine; Sociology; Qualitative research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03407518,0.0006148887,0.0006017806,0.003406278,0.02176644,0.007567154,0.00488721,0.003157219,0.002156835],"category_scores_gemma":[0.0732481,0.0007246549,0.0007245975,0.007017591,0.006119741,0.002764755,0.005599914,0.003082849,0.0003091245],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0995001,"about_ca_system_score_gemma":0.1750217,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8446228,"about_ca_topic_score_gemma":0.9276936,"domain_scores_codex":[0.940625,0.03195385,0.001894531,0.003054834,0.01465312,0.007818766],"domain_scores_gemma":[0.9056868,0.03480082,0.01001832,0.004281087,0.03321115,0.01200185],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004219909,0.00147221,0.1291256,0.001833296,0.00012111,0.02613609,0.6037014,0.002608784,0.003418627,0.02701233,0.02309333,0.1810554],"study_design_scores_gemma":[0.0001054327,0.0008547203,0.07759181,0.001407385,0.0001351357,0.006951693,0.6750317,0.004039236,0.003086112,0.002000971,0.2285227,0.000273106],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9216936,0.003149152,0.009416584,0.01528054,0.0003357306,0.002900168,0.0002858225,0.000136915,0.04680162],"genre_scores_gemma":[0.9713196,0.001893739,0.0155575,0.001846531,0.00005308562,0.0005914732,0.0001017454,0.00005625502,0.008580132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9659248,"threshold_uncertainty_score":0.7219271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3785250918363774,"score_gpt":0.6180966053799812,"score_spread":0.2395715135436038,"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."}}