{"id":"W2592192041","doi":"10.24908/pceea.v0i0.6448","title":"BENEFITS AND BARRIERS TO INTERNATIONAL COLLABORATION FOR CAPSTONE DESIGN COURSE","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Capstone; Curriculum; China; Engineering education; Engineering ethics; Engineering management; Engineering; International education; Medical education; Political science; Pedagogy; Higher education; Sociology; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.02382362,0.0005017268,0.0005179252,0.0009566575,0.009166711,0.01172896,0.001592874,0.002240749,0.009189981],"category_scores_gemma":[0.08353674,0.000523903,0.0007228863,0.0009750429,0.002847734,0.004631381,0.01058122,0.004402886,0.001402024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004036476,"about_ca_system_score_gemma":0.01093346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003385771,"about_ca_topic_score_gemma":0.005793887,"domain_scores_codex":[0.9602689,0.02137746,0.002097739,0.001708965,0.007857834,0.006689113],"domain_scores_gemma":[0.9068108,0.03953369,0.01204723,0.003507692,0.01129249,0.02680815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001065682,0.004067557,0.2569192,0.0008642816,0.0001026592,0.003472942,0.4880569,0.0008456216,0.004971788,0.02400153,0.0169955,0.1986364],"study_design_scores_gemma":[0.00006853028,0.001025386,0.1045668,0.0009737768,0.00006669439,0.001132824,0.8351578,0.001142429,0.001360745,0.004658688,0.04972116,0.0001252292],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9467798,0.0005018007,0.002709141,0.00932283,0.0002823981,0.0002111734,0.00003182567,0.00005546469,0.04010564],"genre_scores_gemma":[0.9954141,0.0002195282,0.00100449,0.0005585798,0.00003676255,0.0001255269,0.00002099103,0.00002228359,0.002597607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02382362,"threshold_uncertainty_score":0.1259928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007649580877422718,"score_gpt":0.2207993564128696,"score_spread":0.2131497755354469,"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."}}