{"id":"W4416290326","doi":"10.2139/ssrn.5761425","title":"Tuition Increases and University Behavior: Theory and Evidence on Student Enrollment","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Incentive; Higher education; Affect (linguistics); Study abroad","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002646591,0.0002247961,0.0004798092,0.002145916,0.0007725441,0.002026655,0.0005912112,0.001165292,0.01158298],"category_scores_gemma":[0.02120369,0.0002275127,0.0004950023,0.00342494,0.00164968,0.001305034,0.001303627,0.001806732,0.0008907371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001380585,"about_ca_system_score_gemma":0.0007758729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01316939,"about_ca_topic_score_gemma":0.01722291,"domain_scores_codex":[0.9985227,0.0006684353,0.00009505986,0.0001853859,0.0002135013,0.0003148729],"domain_scores_gemma":[0.9402581,0.03492083,0.01677155,0.001597772,0.001752964,0.004698778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003391349,0.0004741049,0.9737949,0.00005160905,0.0001254475,0.00006325987,0.0004854183,0.0006653664,0.0002370449,0.003686304,0.0005879609,0.01948941],"study_design_scores_gemma":[0.00001901416,0.0001091132,0.9960278,0.00002382005,0.00004649937,0.00001560498,0.0005354005,0.0006008357,0.000150275,0.001737028,0.0007272633,0.00000735501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987371,0.001026133,0.0003222552,0.001230425,0.00001968458,0.00001085719,0.0003127023,0.00001606043,0.009690872],"genre_scores_gemma":[0.998347,0.0003326988,0.00004264011,0.00007641469,0.00003145902,0.000005485313,0.0001346853,0.000002626496,0.001026985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01316939,"threshold_uncertainty_score":0.03874892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0135463199611062,"score_gpt":0.3187426249270225,"score_spread":0.3051963049659163,"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."}}