{"id":"W3183281836","doi":"10.23977/aetp.2021.55001","title":"A Higher Education Health Evaluation Model","year":2021,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Global Educational Reforms and Inequalities","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Principal component analysis; Population; Index (typography); Curse of dimensionality; Mathematics education; Economic growth; Psychology; Medicine; Computer science; Statistics; Environmental health; Economics; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01247949,0.0009067087,0.0007841779,0.002564254,0.001083443,0.00431562,0.001953961,0.001978007,0.01610232],"category_scores_gemma":[0.0204541,0.0002972823,0.001061136,0.002607332,0.001413195,0.003818693,0.001938204,0.001738409,0.001426714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00623345,"about_ca_system_score_gemma":0.006052396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01292763,"about_ca_topic_score_gemma":0.006706264,"domain_scores_codex":[0.9913189,0.005607904,0.0003234638,0.0008208863,0.001070313,0.0008585529],"domain_scores_gemma":[0.9859131,0.008678004,0.0007516746,0.000356087,0.003371857,0.0009292469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004462996,0.001092912,0.03672677,0.0005456404,0.0002622213,0.0005540039,0.001474,0.1534041,0.0002896291,0.6306798,0.02235481,0.1521698],"study_design_scores_gemma":[0.0003198867,0.000711375,0.01215642,0.0003450504,0.0002156773,0.0003294484,0.001729736,0.6394852,0.0004210362,0.3156003,0.02859118,0.00009459309],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1794601,0.002827395,0.5269731,0.03378183,0.0008032139,0.004157288,0.004470527,0.0006818728,0.2468447],"genre_scores_gemma":[0.925431,0.000700259,0.04734362,0.0008492413,0.0002371175,0.001494536,0.001101279,0.00002921212,0.02281376],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01610232,"threshold_uncertainty_score":0.06599867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05646092583233442,"score_gpt":0.4913581681447329,"score_spread":0.4348972423123985,"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."}}