{"id":"W4416383219","doi":"10.22329/jtl.v19i5.10658","title":"Educating in Uncertainty: Research on Teaching and Learning as a Horizon for Universities in the 21st Century","year":2025,"lang":"en","type":"article","venue":"Journal of Teaching and Learning","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Curriculum; Scholarship of Teaching and Learning; Networked learning; Higher education; Misinformation; Professional learning community; Learning sciences; Nexus (standard)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.0745446,0.00009756155,0.0001987982,0.0007625141,0.004223024,0.0004026684,0.0002668784,0.00008629425,0.000006229788],"category_scores_gemma":[0.03042325,0.00007946626,0.00004807446,0.0002253157,0.0001286061,0.0005259018,0.00006147961,0.007826746,7.71728e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003485953,"about_ca_system_score_gemma":0.0004725072,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007794881,"about_ca_topic_score_gemma":0.0004697931,"domain_scores_codex":[0.9821728,0.01643031,0.0003237066,0.0001805565,0.0005733791,0.0003192249],"domain_scores_gemma":[0.9833772,0.01607532,0.0003268739,0.00006443732,0.0001017905,0.00005440824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001892733,0.0001171937,0.01668395,0.00006077726,0.00003254968,0.0000106812,0.4664619,0.007313361,0.0001133401,0.1195474,0.0002316623,0.3892379],"study_design_scores_gemma":[0.0004843649,0.0004159602,0.003245823,0.0007522933,0.00001720917,0.000006252591,0.839992,0.0007303905,8.452168e-7,0.001312264,0.1529638,0.00007883931],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9245774,0.0007532873,0.00004690883,0.02233895,0.0001692353,0.0001508603,1.210354e-7,0.0000124406,0.05195084],"genre_scores_gemma":[0.9958817,0.0002778015,0.001266344,0.0002041573,0.0002347889,0.000003234739,6.48999e-7,0.000007948171,0.002123314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3891591,"threshold_uncertainty_score":0.9988123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1020267351793036,"score_gpt":0.4875614105856802,"score_spread":0.3855346754063765,"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."}}