{"id":"W3195626767","doi":"10.1080/1360144x.2021.1964970","title":"Students as partners within a centre for teaching and learning: a qualitative analysis of challenges and benefits","year":2021,"lang":"en","type":"article","venue":"The International Journal for Academic Development","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; Western University","funders":"","keywords":"Context (archaeology); Qualitative research; Pedagogy; Psychology; Mathematics education; Sociology","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":[0.01524489,0.0004655542,0.0008828401,0.001292595,0.007254593,0.007031574,0.002199013,0.002285318,0.003156645],"category_scores_gemma":[0.02904746,0.0006127908,0.0004843858,0.001373253,0.009218132,0.005884973,0.009590262,0.004241553,0.0003818978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005341282,"about_ca_system_score_gemma":0.008258462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004433293,"about_ca_topic_score_gemma":0.008175474,"domain_scores_codex":[0.974524,0.01962372,0.000585866,0.001041361,0.001858255,0.002366768],"domain_scores_gemma":[0.9725237,0.01981735,0.001594663,0.000699253,0.001785126,0.003579865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004766539,0.00009448248,0.005903435,0.0001640682,0.00000747444,0.0006017043,0.9805531,0.0000879522,0.0006475131,0.002923728,0.0004943409,0.008474574],"study_design_scores_gemma":[0.000004912443,0.0000571452,0.001483859,0.0001178531,0.000005246157,0.0001509748,0.988913,0.0001476189,0.0003637488,0.0005692944,0.008169786,0.00001650459],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887947,0.0003873422,0.003071459,0.002612619,0.00005892391,0.0001674624,0.00008572684,0.00001968589,0.004802097],"genre_scores_gemma":[0.9969178,0.0002379941,0.0006802762,0.0003759195,0.000009087913,0.0001334079,0.00002427751,0.00001974448,0.001601536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01524489,"threshold_uncertainty_score":0.08062363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.15042754576841,"score_gpt":0.5189045633220921,"score_spread":0.3684770175536821,"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."}}