{"id":"W2742648141","doi":"10.18260/1-2--29147","title":"Work in Progress: Curriculum Revision and Classroom Environment Restructuring to Support Blended Project-Based Learning in First-Year General Engineering Laboratory Courses","year":2018,"lang":"en","type":"article","venue":"","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Restructuring; Project-based learning; Engineering; Quarter (Canadian coin); Cornerstone; Likert scale; Engineering education; Project management; Engineering management; Mathematics education; Psychology; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.008592222,0.0005921177,0.0004030024,0.00113277,0.001188282,0.002896914,0.002603316,0.0007386823,0.004697192],"category_scores_gemma":[0.02521592,0.0004214554,0.0003977106,0.0006037462,0.0003795835,0.00180983,0.003044506,0.001276436,0.002511895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00101725,"about_ca_system_score_gemma":0.005502705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001317121,"about_ca_topic_score_gemma":0.001965912,"domain_scores_codex":[0.9927856,0.003011829,0.000438644,0.001123899,0.001781552,0.0008585821],"domain_scores_gemma":[0.9802905,0.003853416,0.002569757,0.004081574,0.004972072,0.004232722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000386581,0.007905571,0.0148204,0.0002015549,0.00002546004,0.0001685341,0.006102727,0.004975773,0.01899131,0.0009561804,0.007122478,0.9383435],"study_design_scores_gemma":[0.002138074,0.02744246,0.2970493,0.00105235,0.0003151588,0.001488497,0.03113648,0.1326425,0.1863954,0.009502486,0.3102596,0.0005778025],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8101975,0.0001735523,0.1563602,0.00136198,0.0002425297,0.00346878,0.0002553734,0.006046827,0.02189326],"genre_scores_gemma":[0.7424048,0.0001226981,0.2408579,0.0002868265,0.00007473188,0.001527377,0.0007360664,0.0004103457,0.0135793],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.008592222,"threshold_uncertainty_score":0.04544055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004801167475218149,"score_gpt":0.2213768789920825,"score_spread":0.2165757115168644,"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."}}