{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001163296,0.0001957075,0.0001617009,0.0004753801,0.0002156937,0.0001337446,0.0004866959,0.0001090194,0.000005460233],"category_scores_gemma":[0.001403658,0.0002135639,0.00004596929,0.0004332646,0.0000264919,0.0003486289,0.00003370129,0.0002721375,0.000001746557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002419449,"about_ca_system_score_gemma":0.0003043954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004683089,"about_ca_topic_score_gemma":0.00004997859,"domain_scores_codex":[0.9986793,0.000003247356,0.0002475728,0.0002063982,0.0004303893,0.0004330983],"domain_scores_gemma":[0.999126,0.00007404894,0.0001018462,0.0001065352,0.0003554183,0.0002361091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001759574,0.0002405291,0.1046028,0.002394216,0.0004536455,3.937637e-7,0.01405062,0.269604,0.5609748,0.02264129,0.02170456,0.003315559],"study_design_scores_gemma":[0.0007179111,0.00008137328,0.1438113,0.0005963251,0.0001099337,0.000007454469,0.0004139948,0.6786892,0.1603017,0.00009051093,0.01413121,0.001049114],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698946,0.0004636275,0.01233701,0.0005055172,0.005950951,0.00259667,0.00002949078,0.001230545,0.006991523],"genre_scores_gemma":[0.9599867,0.000002509972,0.03952862,0.00004890551,0.00007855829,0.0001422707,0.000001418204,0.00006912459,0.0001418243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4090852,"threshold_uncertainty_score":0.8708884,"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."}}