{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007609343,0.0003707538,0.000275748,0.001182072,0.007058355,0.01429549,0.0009212642,0.001972041,0.007630852],"category_scores_gemma":[0.016558,0.0003240822,0.0002482905,0.001063149,0.002629788,0.004466287,0.00423516,0.003114652,0.002446282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003849662,"about_ca_system_score_gemma":0.01255195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008042484,"about_ca_topic_score_gemma":0.01743627,"domain_scores_codex":[0.9915706,0.002142167,0.000260885,0.0008364305,0.00387582,0.001314166],"domain_scores_gemma":[0.9813671,0.001464149,0.001053936,0.0006923228,0.004593538,0.01082899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002288169,0.002743996,0.1830281,0.0004539017,0.0000618383,0.0007791212,0.09245932,0.001287165,0.00624177,0.02654774,0.1602364,0.5259318],"study_design_scores_gemma":[0.00004938734,0.001042352,0.2663005,0.0004973609,0.00006285747,0.0007499326,0.2902332,0.00160242,0.006736678,0.01642975,0.416105,0.0001904073],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7432173,0.001455645,0.003936954,0.124547,0.001371125,0.0002039125,0.0002239759,0.0004001973,0.1246439],"genre_scores_gemma":[0.9643832,0.00109346,0.00413894,0.005291496,0.0001486883,0.00007351572,0.0001916544,0.00007736379,0.02460179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01429549,"threshold_uncertainty_score":0.04024249,"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."}}