{"id":"W2997546936","doi":"10.22230/ijepl.2019v15n16a925","title":"Student Choice and Social Mobility through Institutional Policy: An Examination of Loan Repayment Assistance Programs","year":2020,"lang":"en","type":"article","venue":"International Journal of Education Policy and Leadership","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disadvantaged; Student loan; Loan; Debt; Higher education; Affect (linguistics); Institution; Finance; Business; Public economics; Economics; Economic growth; Political science; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0008472697,0.00009227125,0.0001562635,0.0001879656,0.0002733399,0.0001328873,0.0002995231,0.00006067636,0.00003208545],"category_scores_gemma":[0.001406015,0.00008925561,0.00005022974,0.000298011,0.0007100764,0.000727927,0.00003805964,0.0001747402,0.000001092504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004039161,"about_ca_system_score_gemma":0.002175128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001345742,"about_ca_topic_score_gemma":0.0002791646,"domain_scores_codex":[0.9980079,0.0003572571,0.0004076144,0.0001660527,0.0008909519,0.000170255],"domain_scores_gemma":[0.9981402,0.0001854993,0.0003911884,0.00005416583,0.001062362,0.0001665583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00009196899,0.001661656,0.06349855,0.00011663,0.0002345639,0.000001455247,0.459485,0.00001094509,0.0002739093,0.3938084,0.001051833,0.07976505],"study_design_scores_gemma":[0.0004994787,0.0001944066,0.805523,0.00006582055,0.00001972942,0.000006172364,0.09866706,0.000005887948,0.00008644367,0.00226685,0.09254394,0.0001211933],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8066019,0.00052982,0.0001205498,0.1886589,0.0003719657,0.0002170387,0.00001038026,0.00001195825,0.003477493],"genre_scores_gemma":[0.993621,0.0001815745,0.0004148813,0.002003754,0.003448998,0.00001484536,0.000009864549,0.000005091574,0.0002999721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7420245,"threshold_uncertainty_score":0.3858583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2260529844920721,"score_gpt":0.4872176202814335,"score_spread":0.2611646357893614,"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."}}