{"id":"W4362475865","doi":"10.24908/iqurcp16330","title":"Addressing Financial Barriers to Higher-Education","year":2023,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Agricultural and Financial Auditing","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Scholarship; Student debt; Debt; Higher education; Curriculum; Finance; Work (physics); Public relations; Business; Political science; Economics; Economic growth; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.01201135,0.0003455013,0.0004115112,0.001778632,0.00731642,0.007266313,0.002672777,0.003058166,0.03615011],"category_scores_gemma":[0.03917474,0.0003199028,0.0004834372,0.001966916,0.002647996,0.006039132,0.01172261,0.005076722,0.002537682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00772941,"about_ca_system_score_gemma":0.02931032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01394936,"about_ca_topic_score_gemma":0.0266428,"domain_scores_codex":[0.9896728,0.003903621,0.0003445253,0.0004208863,0.002458547,0.003199723],"domain_scores_gemma":[0.9575129,0.01125549,0.004910068,0.0009994659,0.005509556,0.01981257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008788292,0.001293622,0.04161985,0.00104693,0.0000610095,0.0008549984,0.02467238,0.0007623251,0.0006669628,0.105392,0.3810653,0.4424767],"study_design_scores_gemma":[0.0001209193,0.0004500393,0.07768408,0.004744814,0.00004352857,0.0008119075,0.05425289,0.001102706,0.0007472,0.04577388,0.8141583,0.0001097512],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1780405,0.009285245,0.005393344,0.5865908,0.001941451,0.0005840076,0.0003432237,0.0002727805,0.2175488],"genre_scores_gemma":[0.8765863,0.006992307,0.009809813,0.06379928,0.0008500946,0.0007083895,0.000320544,0.0001135063,0.04081972],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03615011,"threshold_uncertainty_score":0.1209341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2040996297981503,"score_gpt":0.3737921211337311,"score_spread":0.1696924913355807,"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."}}