{"id":"W2155829334","doi":"10.24908/pceea.v0i0.3700","title":"TEACHING EXPERIMENTAL DESIGN METHODOLOGY USING TOYS AND SOFTWARE TOOLS","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Software; Computer science; Software engineering; Design of experiments; Software design; Engineering drawing; Systems engineering; Engineering; Software development; Programming language; Mathematics","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":[0.0005900156,0.0001819655,0.0001873336,0.0002926984,0.0001363223,0.00006371321,0.0002164362,0.000175403,0.00004688576],"category_scores_gemma":[0.0008070847,0.000194591,0.00005433559,0.0002103078,0.00001675603,0.0002936498,0.00002165568,0.0002852436,0.000003504072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00124474,"about_ca_system_score_gemma":0.0002588343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004813632,"about_ca_topic_score_gemma":0.0004607762,"domain_scores_codex":[0.9991011,0.00001756417,0.0002600713,0.0001620829,0.0001507092,0.0003084808],"domain_scores_gemma":[0.9993254,0.0001090725,0.0001147648,0.00009734459,0.0001511719,0.000202272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003859632,0.0006113137,0.1335179,0.003268346,0.001656081,0.000001616917,0.1620015,0.08841362,0.4037926,0.09910264,0.06929407,0.03830173],"study_design_scores_gemma":[0.002127762,0.0002529807,0.2877974,0.001032638,0.0006322959,0.0002518793,0.008732394,0.1456935,0.3768832,0.002742917,0.1692548,0.004598251],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756808,0.001005479,0.01047628,0.0005749415,0.005453308,0.0007681314,0.00002765666,0.0006002256,0.005413139],"genre_scores_gemma":[0.9040686,0.000009348962,0.09502716,0.0001323989,0.0001778354,0.00004541063,0.000003167385,0.00006182378,0.0004742843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1542795,"threshold_uncertainty_score":0.7935193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0946196402451636,"score_gpt":0.2781598184777241,"score_spread":0.1835401782325605,"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."}}