{"id":"W4403798250","doi":"10.33423/jhetp.v24i10.7311","title":"Bridging Between High School and University: Assessment of Students’ Readiness to First-Year Engineering Programs","year":2024,"lang":"en","type":"article","venue":"Journal of Higher Education Theory and Practice","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Bridging (networking); Mathematics education; Engineering; Psychology; Medical education; Engineering physics; Computer science; Medicine; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008150957,0.00009119359,0.0001316586,0.0002185894,0.0000292497,0.00009238851,0.00008857836,0.00003575416,0.0000451555],"category_scores_gemma":[0.00008861397,0.00008880844,0.00002081793,0.000255913,0.00000953943,0.0005037012,0.00002113969,0.0001924411,0.000002850689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001062632,"about_ca_system_score_gemma":0.0001003405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002836842,"about_ca_topic_score_gemma":1.268317e-7,"domain_scores_codex":[0.9994223,0.00005149414,0.0002017435,0.00008133242,0.0001576527,0.00008549119],"domain_scores_gemma":[0.9993163,0.0003075228,0.00005746119,0.00006766088,0.000104911,0.0001461238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0003339694,0.001380704,0.1657681,0.006954597,0.004637924,0.000100096,0.01894608,0.03105786,0.004090626,0.5958893,0.02584143,0.1449993],"study_design_scores_gemma":[0.0004621413,0.000193976,0.5102491,0.001557004,0.0004778878,0.0001991876,0.003697331,0.0002179158,0.0002453332,0.0005940401,0.481667,0.0004391001],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692963,0.002411572,0.02168217,0.002553657,0.002790787,0.0001985672,0.000003072344,0.00009317525,0.0009706795],"genre_scores_gemma":[0.9886811,0.0002366023,0.01000365,0.00003068734,0.0002608749,0.000002417121,0.000002247849,0.00001616848,0.0007662418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5952953,"threshold_uncertainty_score":0.3621503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00848215496979966,"score_gpt":0.2974764042169544,"score_spread":0.2889942492471548,"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."}}