{"id":"W2600851319","doi":"","title":"Expectations and realities of learning outcomes policies in higher education quality assurance","year":2015,"lang":"en","type":"article","venue":"Canadian Society for the Study of Higher Education","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Presentation (obstetrics); Quality assurance; Value (mathematics); Business; Higher education; Quality (philosophy); Marketing; Medicine; Economics; Economic growth; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.1434094,0.0002670555,0.000496455,0.001989846,0.001454707,0.01148013,0.001537251,0.003200963,0.002740784],"category_scores_gemma":[0.3566651,0.0004061555,0.0008802204,0.001974967,0.005272153,0.007887443,0.003044674,0.004975426,0.0002240969],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01730839,"about_ca_system_score_gemma":0.009877132,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01146741,"about_ca_topic_score_gemma":0.005964774,"domain_scores_codex":[0.8778064,0.08716396,0.006580041,0.003434981,0.02016805,0.004846537],"domain_scores_gemma":[0.4047977,0.4876572,0.06457356,0.007029915,0.02936606,0.006575413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.002048833,0.001294427,0.3471116,0.002817931,0.000901839,0.0004177638,0.02645475,0.02477704,0.0007530865,0.4598706,0.007012657,0.1265394],"study_design_scores_gemma":[0.0004955809,0.002285177,0.4499509,0.007932596,0.0006604579,0.0002890571,0.07004575,0.03107165,0.005427913,0.3857315,0.04544138,0.0006680686],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7550387,0.01068161,0.01526107,0.1144728,0.0005063098,0.0002829942,0.0008034328,0.0001045463,0.1028487],"genre_scores_gemma":[0.9976771,0.0004053448,0.0004015969,0.001095735,0.00003641582,0.0000595346,0.00004605455,0.000007243093,0.0002708705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9885326,"threshold_uncertainty_score":0.7584305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.108850689955065,"score_gpt":0.4363484789713751,"score_spread":0.3274977890163101,"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."}}