{"id":"W4407355234","doi":"10.2139/ssrn.5133003","title":"Better Late Than Never: Delayed Undergraduate Enrollment and Financial Aid *","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medical education; Mathematics education; Finance; Psychology; Business; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001894682,0.0001051164,0.0001390635,0.0001402608,0.00117113,0.0001287645,0.0002274791,0.00006140256,0.00003035974],"category_scores_gemma":[0.0001970984,0.00009301839,0.0000611926,0.0003369404,0.000199206,0.0002178388,0.00006194288,0.0009648265,0.00002245741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009724473,"about_ca_system_score_gemma":0.004858323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001074458,"about_ca_topic_score_gemma":0.01175494,"domain_scores_codex":[0.9972744,0.0002621776,0.0001842192,0.0001724726,0.0003705603,0.001736149],"domain_scores_gemma":[0.9995191,0.0001071541,0.00006512304,0.00008787678,0.0001182239,0.000102552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001013038,0.0001169046,0.04275267,0.000009248706,0.0003889697,0.000005957346,0.005846858,0.000007454291,0.000107676,0.8967394,0.01156058,0.04236295],"study_design_scores_gemma":[0.0007884461,0.0001396185,0.01787318,0.00002429489,0.00003798681,0.000005263457,0.003879461,0.000007180097,0.00002920141,0.7158803,0.2611658,0.0001692994],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8016249,0.004898844,0.001624268,0.1805091,0.0006192313,0.000273536,0.000002389301,0.00004623737,0.01040147],"genre_scores_gemma":[0.9553008,0.01318241,0.00006862608,0.0009747243,0.0003142571,0.00001343504,8.766137e-7,0.000006530578,0.03013835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2496052,"threshold_uncertainty_score":0.9007503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007667781029434959,"score_gpt":0.3202411719559564,"score_spread":0.3125733909265214,"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."}}