{"id":"W4247261610","doi":"10.26686/wgtn.13383143.v2","title":"Beyond Assessment: Assuring Student Learning in Higher Education.","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Quality assurance; Constructive; Higher education; Task (project management); Quality (philosophy); Medical education; Computer science; Closing (real estate); Knowledge management; Mathematics education; Engineering management; Psychology; Engineering; Business; Process (computing); Political science; Marketing; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03532033,0.000668979,0.0006624708,0.003751562,0.002311189,0.009501576,0.001607788,0.002075022,0.006896696],"category_scores_gemma":[0.08334032,0.0002950505,0.0003412069,0.003573496,0.004210041,0.01087291,0.008451491,0.002590143,0.0025017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003635487,"about_ca_system_score_gemma":0.008517441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002591633,"about_ca_topic_score_gemma":0.003533401,"domain_scores_codex":[0.9649819,0.01991609,0.00138075,0.001663904,0.01106145,0.0009959085],"domain_scores_gemma":[0.9510053,0.02497715,0.004066586,0.003818716,0.01075692,0.005375419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001314475,0.0002413008,0.01728392,0.0004334105,0.00001753039,0.00008592039,0.007865064,0.001183488,0.0007775215,0.06879783,0.01784325,0.8853393],"study_design_scores_gemma":[0.0000949617,0.001139196,0.06752629,0.002509718,0.00006473689,0.0006768712,0.02184536,0.02517426,0.00832821,0.436275,0.4361474,0.0002180479],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.1273434,0.0148624,0.4504031,0.06826454,0.002261865,0.001330934,0.0007303355,0.004267755,0.3305356],"genre_scores_gemma":[0.7885606,0.003814953,0.1734837,0.002886667,0.0005398099,0.000453799,0.0004143309,0.0002683706,0.02957792],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03532033,"threshold_uncertainty_score":0.186794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1664341733924767,"score_gpt":0.4758250502924522,"score_spread":0.3093908768999755,"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."}}