{"id":"W4403545045","doi":"10.2139/ssrn.4953531","title":"Quality, Inequality, and Mobility: American vs. Canadian Systems of Higher Education","year":2024,"lang":"en","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":"","funders":"","keywords":"Inequality; Quality (philosophy); Demographic economics; Political science; Economics; Development economics; Mathematics; Physics","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":[0.002637484,0.0002149215,0.000523433,0.003401062,0.003717745,0.005830506,0.001098757,0.0009475017,0.009737561],"category_scores_gemma":[0.01041643,0.0001285606,0.0004778124,0.01063654,0.005272616,0.001987542,0.003344305,0.001220028,0.0002410514],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02138307,"about_ca_system_score_gemma":0.021104,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9575626,"about_ca_topic_score_gemma":0.9623833,"domain_scores_codex":[0.9981439,0.0002515538,0.00005587525,0.000174784,0.000463666,0.000910152],"domain_scores_gemma":[0.9930669,0.001281232,0.00156198,0.0002971447,0.001851126,0.001941674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000543418,0.0001292023,0.8098934,0.0001230249,0.0001823971,0.0001126757,0.01741648,0.002614821,0.0002393518,0.1237161,0.0101864,0.0348428],"study_design_scores_gemma":[0.00003764182,0.00004365532,0.9489127,0.0001626641,0.00014906,0.00003700632,0.02908775,0.002666957,0.0001171489,0.01198508,0.0067537,0.00004669533],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9511515,0.001692359,0.0006650853,0.00941485,0.000052802,0.00003122311,0.001518421,0.00001593923,0.03545774],"genre_scores_gemma":[0.9987316,0.0002246991,0.00007117668,0.00007739216,0.00001112106,0.000003415424,0.0001718126,0.000003934512,0.0007049022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.978617,"threshold_uncertainty_score":0.1551458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02135410036075565,"score_gpt":0.3602418013239485,"score_spread":0.3388877009631928,"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."}}