{"id":"W4399324446","doi":"10.22329/jtl.v18i1.8054","title":"Re-Imagining Higher Education: Time, Learning, and Risk","year":2024,"lang":"en","type":"article","venue":"Journal of Teaching and Learning","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; McMaster University","funders":"","keywords":"Psychology; Mathematics education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.01128678,0.0004248392,0.0004059298,0.001454153,0.007069199,0.02243559,0.001681568,0.002938769,0.004742246],"category_scores_gemma":[0.01470143,0.0002207029,0.0003568194,0.0009955833,0.04064213,0.02036881,0.01031423,0.007217567,0.000649006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01286921,"about_ca_system_score_gemma":0.01512795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01314755,"about_ca_topic_score_gemma":0.0240173,"domain_scores_codex":[0.9906268,0.00590565,0.0002395014,0.0004284489,0.001738605,0.001061078],"domain_scores_gemma":[0.9870728,0.005494432,0.001102612,0.0009749641,0.001545081,0.003809993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003613315,0.00007657761,0.005751206,0.0001534584,0.00001340223,0.000222774,0.07075281,0.0007047247,0.0003505208,0.8359804,0.01414075,0.07181726],"study_design_scores_gemma":[0.00001007839,0.00009139851,0.004490779,0.0006109367,0.000008621801,0.0002679814,0.1515822,0.0005739719,0.0003602238,0.5883836,0.2535535,0.00006670686],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.139413,0.01661553,0.04136083,0.5131348,0.003546657,0.00008819217,0.00006711955,0.0001538876,0.2856199],"genre_scores_gemma":[0.9670435,0.004994975,0.00537152,0.008650356,0.0006930727,0.00003683105,0.00002018735,0.00005849315,0.01313116],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02243559,"threshold_uncertainty_score":0.09337306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00909823841849816,"score_gpt":0.3400383647860237,"score_spread":0.3309401263675255,"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."}}