{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005505111,0.0000767583,0.0001211963,0.0002785588,0.0002469755,0.00001363863,0.0001188718,0.0001541067,0.0006335402],"category_scores_gemma":[0.0003140565,0.00008051891,0.00001699266,0.0007220727,0.0003479747,0.0003278023,0.00001802733,0.0001527542,0.000016007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001938029,"about_ca_system_score_gemma":0.003145667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008024125,"about_ca_topic_score_gemma":0.0007990858,"domain_scores_codex":[0.9989383,0.0001325086,0.0002257187,0.0002881293,0.0001823315,0.000232978],"domain_scores_gemma":[0.9993208,0.00007513093,0.00009517161,0.000153705,0.0002935914,0.00006157328],"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":[0.00000379483,0.0002196232,0.01068681,0.000006542314,0.000002830894,7.843414e-8,0.0007767608,0.00003101212,0.000007117678,0.9245987,0.002251091,0.06141562],"study_design_scores_gemma":[0.0001128093,0.00001299919,0.02531452,0.00001536589,0.000002031972,0.000005381861,0.001848594,0.00001558614,0.000001735595,0.7017582,0.2708506,0.00006219815],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.150406,0.08158193,0.0001719076,0.5182167,0.003209262,0.0003126699,0.000009492217,0.00005268306,0.2460393],"genre_scores_gemma":[0.9746901,0.006833714,0.00440166,0.007245322,0.0002051625,0.000235124,0.0000591384,0.000005545922,0.006324191],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8242841,"threshold_uncertainty_score":0.6936821,"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."}}