{"id":"W2605032796","doi":"10.24908/pceea.v0i0.6451","title":"A NOVEL PROJECT-BASED MULTIDISCIPLINARY DESIGN EXPERIENCE","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Multidisciplinary approach; Capstone; Capstone course; Medical education; Computer science; Project-based learning; Engineering management; Mathematics education; Psychology; Engineering; Medicine; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004680268,0.0001678926,0.0001411781,0.0002356822,0.0004667617,0.0003145323,0.0006104613,0.0001410468,0.00002515525],"category_scores_gemma":[0.00189377,0.0001718783,0.00006902553,0.000241564,0.00002674961,0.0005755523,0.00002238703,0.000235012,0.0000146967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001473396,"about_ca_system_score_gemma":0.0009893777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004345918,"about_ca_topic_score_gemma":0.001369011,"domain_scores_codex":[0.9989942,0.000005530039,0.0002431061,0.0001728471,0.0002768369,0.000307495],"domain_scores_gemma":[0.9987795,0.0000857819,0.0003160883,0.0002426056,0.0004055374,0.000170444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00003844347,0.0007608779,0.1472711,0.001699017,0.0004896435,6.660231e-7,0.02482937,0.06038327,0.192078,0.01482523,0.5479544,0.009669929],"study_design_scores_gemma":[0.0009989571,0.0000461122,0.5380469,0.0005612387,0.0001460357,0.00001569922,0.001858442,0.2188981,0.05007097,0.0001620154,0.1878927,0.001302715],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7306041,0.0008079786,0.02018101,0.04597875,0.04080014,0.008178401,0.0002494637,0.002365715,0.1508344],"genre_scores_gemma":[0.9874561,0.000006656774,0.0102504,0.0001054643,0.0001690783,0.0001841158,0.000003709358,0.00004531405,0.001779195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3907758,"threshold_uncertainty_score":0.7008995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0280754465122412,"score_gpt":0.2690840029735325,"score_spread":0.2410085564612913,"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."}}