{"id":"W3002451460","doi":"10.24908/pceea.vi0.13829","title":"CAD / ARDUINO INTRODUCTORY WORKSHOPS IN FIRST YEAR ENGINEERING PROJECT-BASED COURSE A WAY TO GET STUDENTS TO DESIGN AND BUILD HIGH QUALITY PROTOTYPES","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Mechatronics Education and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Quality (philosophy); Engineering management; Mandate; Computer science; Engineering; Software engineering","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":[0.0007050547,0.0001948052,0.0002209164,0.0004526073,0.00006323887,0.0001199535,0.0003577702,0.0001336752,0.00001985405],"category_scores_gemma":[0.0005209816,0.0002155922,0.00003650809,0.0008944673,0.00000562261,0.0001479034,0.00002860332,0.0002580522,0.00002712044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001970422,"about_ca_system_score_gemma":0.0004274099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001841932,"about_ca_topic_score_gemma":0.002101052,"domain_scores_codex":[0.9986779,0.000008892984,0.0003430933,0.000276355,0.0003318662,0.0003619066],"domain_scores_gemma":[0.9990889,0.00007911128,0.0001033034,0.0001880706,0.0002844588,0.0002560927],"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":[0.00002588367,0.0003446834,0.2982467,0.001544136,0.0002093799,9.865882e-8,0.006696134,0.5857589,0.01432759,0.03053718,0.06113408,0.001175207],"study_design_scores_gemma":[0.0008638708,0.00006751398,0.8943376,0.0007060436,0.00006439009,0.000001384377,0.0008993162,0.02745825,0.007402229,0.000117645,0.06700366,0.001078111],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903532,0.00005332935,0.0006738339,0.004552271,0.0009799858,0.003045437,0.00002662723,0.0001458256,0.0001694413],"genre_scores_gemma":[0.9906729,0.000005136765,0.007647286,0.0001558723,0.0001205304,0.0008594835,0.000008469167,0.00005378788,0.0004765446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5960909,"threshold_uncertainty_score":0.8791596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007271411574674951,"score_gpt":0.241472795114931,"score_spread":0.234201383540256,"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."}}