{"id":"W274537015","doi":"","title":"Student Loans: The Empirical Record.","year":2001,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Higher education; Business; Psychology; Economics; Economic growth","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008546821,0.00007167306,0.0001073488,0.0002112214,0.0007920919,0.0001837748,0.0004895196,0.00004947192,0.003225616],"category_scores_gemma":[0.0002195076,0.00005190661,0.00006675704,0.0005460929,0.0003091263,0.0002135887,0.000007444933,0.0002386345,0.000103611],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007090893,"about_ca_system_score_gemma":0.009040459,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02665968,"about_ca_topic_score_gemma":0.09993172,"domain_scores_codex":[0.9985558,0.0003258305,0.0002610052,0.00009069914,0.0004149527,0.0003517506],"domain_scores_gemma":[0.9982401,0.0001775352,0.0001513208,0.0001513024,0.0006529061,0.0006268751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002379402,0.00004963264,0.4284331,0.000001342955,0.00002482671,0.000005722231,0.02286697,0.000001609156,0.000002052732,0.002732424,0.5421789,0.003701078],"study_design_scores_gemma":[0.00003964996,0.0000181408,0.3457132,0.00001091227,0.000009149592,0.000004576756,0.009311137,3.650014e-8,8.335709e-7,0.0006708117,0.6441822,0.00003934355],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6444462,0.007181376,0.0000108306,0.2509394,0.008287971,0.0002634154,0.000001727042,0.000009723167,0.08885942],"genre_scores_gemma":[0.9188697,0.00030405,0.00009650156,0.00242836,0.002430003,0.00001370692,7.995355e-7,0.000007801345,0.07584912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2744235,"threshold_uncertainty_score":0.9976856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09947650871545588,"score_gpt":0.4611478687245864,"score_spread":0.3616713600091305,"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."}}