{"id":"W2948325517","doi":"10.36615/sotls.v3i1.69","title":"Developing a rubric to assess critical thinking in a multidisciplinary context in higher education","year":2019,"lang":"en","type":"article","venue":"Scholarship of Teaching and Learning in the South","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rubric; Multidisciplinary approach; Critical thinking; Context (archaeology); Medical education; Psychology; Higher education; Mathematics education; Medicine; Sociology; Political science; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01104538,0.0000934573,0.000168677,0.0002666196,0.0004598071,0.0001558225,0.0002913115,0.00009627791,0.00003672965],"category_scores_gemma":[0.004568777,0.00008083288,0.00002447589,0.0003862261,0.00007034068,0.0002233295,0.00007266998,0.001617144,0.00001882905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001803194,"about_ca_system_score_gemma":0.0004300057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006928264,"about_ca_topic_score_gemma":0.0002291608,"domain_scores_codex":[0.9961986,0.002635534,0.0002833221,0.0002382371,0.0003572608,0.0002870359],"domain_scores_gemma":[0.9984116,0.001330099,0.0000486237,0.0001055125,0.00004499487,0.00005917501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008506636,0.00006446538,0.5030335,0.00003261361,0.000001304676,9.743162e-7,0.2790529,0.00002680122,0.00001495621,0.2126845,0.000001693995,0.005077667],"study_design_scores_gemma":[0.0001984223,0.00002464023,0.7497519,0.0009916634,0.00000279856,8.118551e-7,0.2171431,0.00001448394,0.000002481419,0.03015348,0.001570507,0.0001457119],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723728,0.0001554804,0.00004354349,0.01932696,0.0003395449,0.0002179547,1.69686e-7,0.00002343896,0.007520128],"genre_scores_gemma":[0.9922367,0.000003299034,0.005666064,0.001247807,0.0000534354,0.00002248383,0.000001544834,0.000008627373,0.000760082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2467183,"threshold_uncertainty_score":0.7025777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1057277476067561,"score_gpt":0.4057838729877024,"score_spread":0.3000561253809463,"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."}}