{"id":"W4416846537","doi":"10.21125/iceri.2025.1494","title":"STUDENT AFFORDABILITY IN POST SECONDARY EDUCATION IN BRITISH COLUMBIA","year":2025,"lang":"","type":"article","venue":"ICERI proceedings","topic":"Global Educational Reforms and Inequalities","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Secondary education; Government (linguistics); Higher education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007145151,0.0001493883,0.0004948555,0.00162212,0.003989716,0.002571026,0.001652102,0.0008806058,0.008338124],"category_scores_gemma":[0.00303273,0.0002239194,0.0003113482,0.003743706,0.001332611,0.0007547098,0.0030036,0.002794068,0.0004341806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02895359,"about_ca_system_score_gemma":0.04625059,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9900712,"about_ca_topic_score_gemma":0.9967666,"domain_scores_codex":[0.9984861,0.0001191942,0.00006170307,0.00008997902,0.0002035041,0.001039613],"domain_scores_gemma":[0.9957488,0.0003865767,0.0003660708,0.00008437778,0.000932959,0.002481228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002923926,0.0004893776,0.9047645,0.0001554491,0.00005940553,0.0006900123,0.01860071,0.0007694403,0.0003910532,0.01205216,0.01758054,0.044155],"study_design_scores_gemma":[0.00001176638,0.00003139947,0.9676885,0.0001351512,0.00001609584,0.00005047781,0.02405917,0.000490726,0.0001057999,0.0005275894,0.006859265,0.00002398959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865727,0.0003692766,0.00004076308,0.003080452,0.00003202535,0.00001516827,0.001427906,0.000007479378,0.008454225],"genre_scores_gemma":[0.9922404,0.0002128733,0.00003104005,0.0002169951,0.000006130614,0.00001261352,0.0003316068,0.000004912224,0.006943422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02895359,"threshold_uncertainty_score":0.210074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007621028692381602,"score_gpt":0.3192457345197761,"score_spread":0.3116247058273944,"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."}}