{"id":"W3175865406","doi":"10.1108/qae-08-2020-0097","title":"Congruity and contradiction: student and institutional perspectives of learning and quality in higher education","year":2021,"lang":"en","type":"article","venue":"Quality Assurance in Education","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Originality; Transformative learning; Principal (computer security); Quality (philosophy); Higher education; Leverage (statistics); Contradiction; Rubric; Psychology; Value (mathematics); Perception; Pedagogy; Sociology; Public relations; Mathematics education; Social psychology; Computer science; Political science; Creativity","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":[0.02867996,0.0002667603,0.0004891843,0.002827588,0.009054057,0.01689091,0.001259649,0.001472423,0.00220949],"category_scores_gemma":[0.03290546,0.0003129599,0.0004848731,0.002323363,0.03130294,0.00782331,0.01538758,0.003987795,0.0001370566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00582848,"about_ca_system_score_gemma":0.007589342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002853663,"about_ca_topic_score_gemma":0.002708033,"domain_scores_codex":[0.9618699,0.03178822,0.0008385237,0.0009138525,0.002854023,0.001735516],"domain_scores_gemma":[0.9648542,0.02408549,0.004359186,0.001538433,0.002221292,0.002941253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003599799,0.00007189049,0.02410068,0.00009393848,0.00002023416,0.0003519001,0.9276664,0.000108252,0.0003091236,0.03575979,0.0004378858,0.01104386],"study_design_scores_gemma":[0.000003883625,0.00005142155,0.005571599,0.00009264905,0.0000084387,0.0001906315,0.9802383,0.0001558611,0.0001909151,0.006462517,0.007019748,0.00001403743],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629616,0.0007104317,0.003502361,0.006940732,0.00006062963,0.000026375,0.00001526168,0.0000234264,0.02575919],"genre_scores_gemma":[0.9990971,0.0001028329,0.0002629552,0.0001978651,0.000009249926,0.000007784014,0.000004049319,0.000004947688,0.0003130937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02867996,"threshold_uncertainty_score":0.1516759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.235748255971336,"score_gpt":0.5754441794370239,"score_spread":0.3396959234656878,"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."}}