{"id":"W1935844060","doi":"10.24908/pceea.v0i0.3741","title":"DESIGN BASED TEACHING FOR SCIENCE AND ENGINEERING STUDENTS","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Mathematics education; Science and engineering; Computer science; Engineering ethics; Engineering; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002234448,0.0008258385,0.0003735901,0.0006106066,0.00137284,0.003445935,0.001367369,0.001778015,0.03242698],"category_scores_gemma":[0.006201612,0.0002435735,0.0004510229,0.0003772952,0.001839537,0.002131429,0.00350972,0.002855252,0.01119788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001914993,"about_ca_system_score_gemma":0.003004277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003239877,"about_ca_topic_score_gemma":0.0008620093,"domain_scores_codex":[0.9982378,0.0006795769,0.00005953313,0.0001537039,0.0007156908,0.0001536609],"domain_scores_gemma":[0.9963265,0.001318914,0.0001778055,0.0007889339,0.0004922773,0.0008955801],"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":[0.00006506685,0.00135037,0.00192934,0.0007074134,0.00001852713,0.000369222,0.005810681,0.002082353,0.01393371,0.2580034,0.09601932,0.6197106],"study_design_scores_gemma":[0.00006467498,0.0006302326,0.001652584,0.000537173,0.00001065342,0.001237772,0.00202978,0.003110202,0.006475189,0.175055,0.8091572,0.0000395256],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0340671,0.004877037,0.5518087,0.02315511,0.003191106,0.0006021964,0.0001423601,0.002581653,0.3795747],"genre_scores_gemma":[0.2294216,0.006083379,0.3928062,0.008670961,0.001017608,0.001222755,0.0003261876,0.000637924,0.3598132],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03242698,"threshold_uncertainty_score":0.1084791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01055978891122046,"score_gpt":0.2196741309554155,"score_spread":0.2091143420441951,"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."}}