{"id":"W4415295334","doi":"10.69520/jipe.v7i1.271","title":"Post-secondary Education in Crisis: The Decline of Social Mobility and the Future of Learning in Canada","year":2025,"lang":"en","type":"article","venue":"Journal of innovation in polytechnic education.","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber Polytechnic","funders":"","keywords":"Workforce; Vocational education; Social mobility; Lifelong learning; Government (linguistics); Curriculum; Socioeconomic status; Public policy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001234008,0.000279518,0.0005123861,0.001875666,0.02143917,0.008544552,0.002148682,0.001882103,0.00776609],"category_scores_gemma":[0.003079322,0.0002383348,0.000472569,0.004361802,0.006607078,0.00205496,0.004894041,0.003125735,0.0004324923],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2251533,"about_ca_system_score_gemma":0.3633211,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.998601,"about_ca_topic_score_gemma":0.9992998,"domain_scores_codex":[0.9969113,0.000142386,0.00004449491,0.0001307748,0.0005429427,0.002228089],"domain_scores_gemma":[0.9955131,0.0001821335,0.0002590664,0.00005783905,0.001206274,0.002781534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005425971,0.0003510547,0.264082,0.0008685179,0.0001056856,0.002780857,0.1010192,0.001985275,0.001184066,0.2220437,0.1367365,0.2683005],"study_design_scores_gemma":[0.00004861135,0.0000967919,0.5027148,0.0008838367,0.00005431398,0.0003510187,0.221443,0.001788202,0.0003761215,0.009897756,0.2621894,0.0001560646],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7336351,0.009250599,0.000427126,0.1685429,0.0004426668,0.00008865511,0.002178584,0.00007842956,0.08535592],"genre_scores_gemma":[0.9818028,0.002781972,0.0001698813,0.00305644,0.00003968101,0.00001385384,0.0002698208,0.00001535409,0.01185031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7748467,"threshold_uncertainty_score":0.8987124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007991750809928722,"score_gpt":0.332891225712022,"score_spread":0.3248994749020933,"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."}}