{"id":"W2753997589","doi":"","title":"Student Funding Model Used By the National Student Financial Aid Scheme (Nsfas) at Universities in South Africa","year":2017,"lang":"en","type":"article","venue":"The Journal of Internet Banking and Commerce","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Debt; Political science; Order (exchange); Public funding; Student debt; Value (mathematics); Public relations; Finance; Public administration; Business; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008354258,0.0003718079,0.0004008005,0.002464642,0.001450201,0.005430875,0.001431965,0.0009856415,0.009421562],"category_scores_gemma":[0.02671412,0.0002380848,0.0005996685,0.002763915,0.001153332,0.003260907,0.002469031,0.0009458308,0.0006192373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01199052,"about_ca_system_score_gemma":0.005211993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04296718,"about_ca_topic_score_gemma":0.0299937,"domain_scores_codex":[0.9933077,0.004165885,0.0002683962,0.0003432257,0.0007761029,0.001138675],"domain_scores_gemma":[0.9860789,0.007190846,0.002647261,0.0004102628,0.001887484,0.001785271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001410595,0.001184515,0.8370098,0.000246559,0.0002101825,0.001206748,0.01296743,0.04145233,0.0003837288,0.03956506,0.005672951,0.05869007],"study_design_scores_gemma":[0.0002662371,0.002261852,0.7220093,0.0006735384,0.0002277197,0.000596741,0.0919764,0.1497034,0.0007905753,0.01573083,0.01560815,0.0001552809],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910765,0.000159553,0.0005245244,0.0009312631,0.00001495155,0.0001047107,0.0002349905,0.000009831812,0.006943672],"genre_scores_gemma":[0.9984798,0.00006191375,0.0002529445,0.00002570612,0.000003292126,0.0000526223,0.00005608585,0.000002420124,0.001065167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04296718,"threshold_uncertainty_score":0.08699769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08020817991039092,"score_gpt":0.3965926491778288,"score_spread":0.3163844692674379,"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."}}