{"id":"W2901495397","doi":"10.25071/10315/35294","title":"Towards A Conceptual Model Of Design Team Learning In Mechanical Engineering Education","year":2018,"lang":"en","type":"article","venue":"Progress in Canadian Mechanical Engineering","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Conceptual model; Conceptual design; Engineering education; Computer science; Knowledge management; Engineering management; Systems engineering; Human–computer interaction; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007778828,0.001010625,0.0005120607,0.005630214,0.005385566,0.01211231,0.004516524,0.003215702,0.007484388],"category_scores_gemma":[0.008341606,0.0005503372,0.0009288958,0.005141696,0.02234787,0.01100042,0.004141393,0.004129267,0.0008635091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.020235,"about_ca_system_score_gemma":0.02443501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07814727,"about_ca_topic_score_gemma":0.06510637,"domain_scores_codex":[0.994649,0.003265241,0.0002147878,0.0005285377,0.0008319408,0.000510563],"domain_scores_gemma":[0.9935983,0.002918829,0.0006294306,0.0002887051,0.001434219,0.001130419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001020912,0.00006550121,0.002112585,0.0001114908,0.000007637318,0.0001734063,0.03484424,0.00156227,0.0001092327,0.950067,0.001228673,0.00970778],"study_design_scores_gemma":[0.00005830012,0.0001291491,0.005402103,0.001044663,0.00003408737,0.000413157,0.1113894,0.02162272,0.000165743,0.7973481,0.06232639,0.00006609156],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1236594,0.002942841,0.4342123,0.04361587,0.0004398406,0.001645885,0.0003809292,0.0003670053,0.3927358],"genre_scores_gemma":[0.8549328,0.001407907,0.1302645,0.001325383,0.00006209295,0.001489817,0.0002893329,0.0000661261,0.01016203],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07814727,"threshold_uncertainty_score":0.1553848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02552040064532988,"score_gpt":0.2676467352055212,"score_spread":0.2421263345601913,"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."}}