{"id":"W3128338725","doi":"10.1007/978-3-030-67209-6_20","title":"Collaboration with Industry in the Development and Assessment of a PBL Course","year":2021,"lang":"en","type":"book-chapter","venue":"Advances in intelligent systems and computing","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Automotive industry; Engineering management; Manufacturing engineering; Course (navigation); Engineering; Computer science; Systems engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.004886667,0.0003086307,0.000159788,0.0007058558,0.001011609,0.003776127,0.0009458371,0.001690238,0.007742337],"category_scores_gemma":[0.005021731,0.0002194502,0.0002072869,0.0007222404,0.0004908288,0.002549379,0.003304795,0.00208472,0.002701409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001279662,"about_ca_system_score_gemma":0.003857342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007825714,"about_ca_topic_score_gemma":0.004222441,"domain_scores_codex":[0.9970317,0.001561228,0.00009593883,0.000178723,0.0009108909,0.0002215456],"domain_scores_gemma":[0.9974255,0.001440284,0.00006388248,0.0001180031,0.0004997349,0.0004525798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005180631,0.0004780098,0.001404932,0.0001875248,0.000008271612,0.0004624365,0.008280898,0.001248651,0.004886868,0.05310149,0.05280427,0.8770848],"study_design_scores_gemma":[0.00004729482,0.0005917996,0.006200715,0.001319031,0.00002481963,0.002237674,0.01222214,0.009401968,0.009458311,0.04569596,0.9127505,0.00004987246],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05542623,0.009621595,0.1927783,0.01446604,0.00172418,0.0005489058,0.00009474617,0.0006774928,0.7246625],"genre_scores_gemma":[0.2958398,0.004752837,0.2376956,0.003667664,0.0003173435,0.0005938503,0.0003599687,0.0003563836,0.4564165],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007742337,"threshold_uncertainty_score":0.02590072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01258220660223125,"score_gpt":0.2765410246908604,"score_spread":0.2639588180886291,"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."}}