{"id":"W3125931891","doi":"10.5539/hes.v11n1p121","title":"How is Academic Performance Affected by Delay in Student Loan Disbursement in Kenyan Universities? A Case Study of Kenyatta University","year":2021,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Innovations in Educational Methods","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disbursement; Attendance; Loan; Kenya; Government (linguistics); Medical education; Population; Higher education; Medicine; Business; Finance; Economic growth; Economics; Political 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005985847,0.0001216494,0.000227676,0.0003352243,0.0003367559,0.00002248882,0.0002048356,0.00007312931,0.00006655131],"category_scores_gemma":[0.00004636732,0.0001419309,0.00002424931,0.00209354,0.000205508,0.0003566813,0.0001145732,0.000223665,0.000001794493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001404489,"about_ca_system_score_gemma":0.0009285216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002251035,"about_ca_topic_score_gemma":0.002760157,"domain_scores_codex":[0.9982284,0.0006348748,0.0002435412,0.000298235,0.0003806752,0.0002142431],"domain_scores_gemma":[0.9986246,0.0002329286,0.0001761616,0.0002026492,0.000722629,0.00004106082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000015695,0.003408897,0.6643046,0.00005436423,0.0001437439,0.00005968857,0.3139509,0.00002079875,0.00007288302,0.007690141,0.008620551,0.00165783],"study_design_scores_gemma":[0.0003634835,0.00003784398,0.2406265,0.00004673408,0.00002707969,0.000002920298,0.7397975,9.439725e-7,0.00005219559,0.00004421118,0.01889048,0.000110126],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910977,0.001109139,0.00000378374,0.004563226,0.001324301,0.0003667695,0.000007421771,0.00001561113,0.001512067],"genre_scores_gemma":[0.9841346,0.0004419675,0.0004175843,0.000131075,0.00009262038,0.0000235492,0.000007050949,0.000006712416,0.01474485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4258466,"threshold_uncertainty_score":0.5787776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0668980017160762,"score_gpt":0.4361884498371357,"score_spread":0.3692904481210595,"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."}}