{"id":"W2145877192","doi":"10.24908/pceea.v0i0.5775","title":"AN EXPERIENTIAL LEARNING ACTIVITY TO PROMOTE SKILL DEVELOPMENT IN FIRST YEAR ENGINEERING STUDENTS","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Experiential learning; Mentorship; Engineering education; Variety (cybernetics); Work (physics); Engineering; Psychology; Medical education; Mathematics education; Engineering management; Computer science; Medicine; Mechanical engineering; Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005298504,0.0002182178,0.0002019693,0.0005528969,0.00007815709,0.0001387673,0.0004209455,0.0001619932,0.00001713782],"category_scores_gemma":[0.0006427785,0.0002518999,0.00004326347,0.0006991862,0.000004931329,0.0003796464,0.00003191053,0.0003473628,0.0000234486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003659625,"about_ca_system_score_gemma":0.0004882421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001400938,"about_ca_topic_score_gemma":0.004186622,"domain_scores_codex":[0.9986018,0.00000572416,0.0003017049,0.0002202867,0.0004418793,0.0004286284],"domain_scores_gemma":[0.9989648,0.00001925917,0.0000876702,0.0001248771,0.0002954644,0.0005078613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000008321041,0.0002424838,0.2859261,0.0004129393,0.0001145428,3.676048e-7,0.0373013,0.6596809,0.007692139,0.0008915965,0.006113863,0.001615438],"study_design_scores_gemma":[0.0009785036,0.000084641,0.6386212,0.000609143,0.00003849148,0.000006475916,0.002157675,0.05753172,0.032194,0.00001956803,0.2663579,0.001400683],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964944,0.00002694282,0.0001611348,0.0003122837,0.001974128,0.0003579997,0.000003918789,0.0002170877,0.0004520733],"genre_scores_gemma":[0.9962705,0.000003044387,0.002780475,0.00002871973,0.0001885712,0.0001444664,0.000008203635,0.00006954821,0.0005064395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6021492,"threshold_uncertainty_score":0.9999933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009297623980176428,"score_gpt":0.2465785529827556,"score_spread":0.2372809290025792,"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."}}