{"id":"W2115802615","doi":"10.21225/d50w2t","title":"Student Engagement and Study Abroad","year":2012,"lang":"en","type":"article","venue":"Canadian Journal of University Continuing Education","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Study abroad; Student engagement; Psychology; Medical education; Pedagogy; Mathematics education; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001751814,0.0000416773,0.00007703985,0.0002945871,0.0004948429,0.00006304813,0.0001548472,0.00001966178,0.0001297133],"category_scores_gemma":[0.0002793871,0.00004644309,0.00002022583,0.0001871312,0.0001093203,0.0003626,0.00001339627,0.0001195746,0.000004909009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005235565,"about_ca_system_score_gemma":0.001508876,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02331643,"about_ca_topic_score_gemma":0.04865709,"domain_scores_codex":[0.9990164,0.0004425499,0.00008891246,0.00005147185,0.0001874596,0.0002131969],"domain_scores_gemma":[0.9988352,0.00009629966,0.00009622406,0.00005520476,0.0003406944,0.0005763858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001947402,0.00008944697,0.7022634,0.000001553233,0.00002211439,0.000002145777,0.2817877,2.134195e-7,0.00000324552,0.001607056,0.006547146,0.007674058],"study_design_scores_gemma":[0.00007100803,0.00001762514,0.4405634,0.00001047293,0.00001549414,5.485219e-7,0.3150721,2.166634e-8,5.980521e-7,0.000005128352,0.2442181,0.00002561537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842202,0.0005716944,0.000007697098,0.001832405,0.000936831,0.0001621273,7.282038e-7,0.000003225706,0.01226507],"genre_scores_gemma":[0.9934039,0.00006358326,0.0001202391,0.00003246688,0.0003241554,2.900919e-7,2.603411e-7,0.000002389971,0.006052757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2617,"threshold_uncertainty_score":0.9831874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02284858864147231,"score_gpt":0.3521482840148783,"score_spread":0.329299695373406,"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."}}