{"id":"W3100900153","doi":"10.5430/ijhe.v10n1p273","title":"How CETYS Engineering is Preparing Its Students for Success","year":2020,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Educational Research and Science Teaching","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Engineering education; Curriculum; Center of excellence; Engineering; Engineering management; Institution; Engineering ethics; Management; Medical education; Sociology; Computer science; Pedagogy; Political science; Medicine","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":[0.0002400191,0.00006593492,0.00008093881,0.00002771143,0.00005944961,0.0003565661,0.0007161715,0.00002682732,0.0001730066],"category_scores_gemma":[0.0002917463,0.000031018,0.00008347254,0.0001210005,0.000009034651,0.0005792929,0.00004434128,0.0001106509,0.000005279325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007499527,"about_ca_system_score_gemma":0.00007417736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008273767,"about_ca_topic_score_gemma":0.000001508163,"domain_scores_codex":[0.998902,0.00001788726,0.0001845875,0.0001195211,0.0006526223,0.0001234254],"domain_scores_gemma":[0.998896,0.000144017,0.0001671013,0.00001760543,0.0006164928,0.0001587929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000321908,0.001085231,0.1617802,0.00005731631,0.0003276895,0.000004873344,0.003812854,0.0002786316,0.6035289,0.008184927,0.08064855,0.1399689],"study_design_scores_gemma":[0.000364718,0.0003786208,0.5058671,0.0001079503,0.0000164168,0.00002236265,0.0007393123,0.000465855,0.01336928,0.0007860924,0.4776545,0.0002276909],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9337038,0.0002819065,0.00007061152,0.06435371,0.001287147,0.00009756924,0.00001070331,0.000008876632,0.0001856343],"genre_scores_gemma":[0.9949172,0.00002396166,0.0004258387,0.001126619,0.002488456,0.00000956763,0.00001198645,9.9311e-7,0.0009953959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5901596,"threshold_uncertainty_score":0.3438375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04880034889186657,"score_gpt":0.3660778008987068,"score_spread":0.3172774520068403,"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."}}