{"id":"W2623016637","doi":"10.1109/educon.2017.7942941","title":"The impact of student unrest on freshmen engineering students in South Africa","year":2017,"lang":"en","type":"article","venue":"","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Unrest; Descriptive statistics; Student engagement; Mathematics education; Academic year; Psychology; Medical education; Political science; Medicine; Mathematics; Statistics; Law","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":[0.001366294,0.0003372149,0.0003608667,0.001407506,0.003770626,0.003468145,0.0006163136,0.0008969081,0.006275389],"category_scores_gemma":[0.004021436,0.0002911704,0.0004016709,0.001534684,0.00234232,0.001403381,0.004621992,0.001904918,0.0007216295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001794114,"about_ca_system_score_gemma":0.002963564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009368618,"about_ca_topic_score_gemma":0.02029675,"domain_scores_codex":[0.9984603,0.0003877434,0.00008554172,0.0001144862,0.0003449168,0.0006069216],"domain_scores_gemma":[0.9956316,0.0006652695,0.001362352,0.0001072537,0.0004675841,0.001765971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002301392,0.000424988,0.6851873,0.0004823892,0.00005661629,0.005278159,0.2250149,0.0002750474,0.003487217,0.001285521,0.004711844,0.07356592],"study_design_scores_gemma":[0.000005865204,0.0003408251,0.4370368,0.0003796374,0.00002185725,0.001152418,0.5422957,0.000122776,0.001260142,0.0003034239,0.01703505,0.00004547707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956099,0.0002503282,0.00004798383,0.001203215,0.00002904632,0.00001135421,0.00005284417,0.000004516009,0.002790645],"genre_scores_gemma":[0.9980107,0.000451272,0.00003532225,0.000236656,0.00001344858,0.000008983842,0.00003524831,0.000005117081,0.001203286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009368618,"threshold_uncertainty_score":0.02099323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06075444845370444,"score_gpt":0.4784315126603035,"score_spread":0.4176770642065991,"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."}}