{"id":"W2133234973","doi":"10.1109/fie.1999.839216","title":"Industrial sponsored design projects addressed by student design teams","year":2003,"lang":"en","type":"article","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering; Engineering management; Project team; Work (physics); Project management; Process (computing); Quarter (Canadian coin); Product (mathematics); New product development; Computer science; Systems engineering; Business; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009542749,0.0001780969,0.0001483703,0.000083076,0.00006189211,0.0001097092,0.0001583881,0.0001342628,0.001439368],"category_scores_gemma":[0.0004207071,0.0001669534,0.00002954437,0.0002949997,0.0000157843,0.0002316167,0.000006053496,0.0002358301,0.0003529853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009949842,"about_ca_system_score_gemma":0.0001467241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009905775,"about_ca_topic_score_gemma":5.299801e-7,"domain_scores_codex":[0.9985968,0.0004851892,0.0002212834,0.0001856805,0.0002236698,0.0002873863],"domain_scores_gemma":[0.9989854,0.0005780749,0.00003519571,0.0002303435,0.00003877484,0.0001322412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009960944,0.0003135399,0.0001821211,0.00001136202,0.0001215852,0.00000843511,0.0009704517,0.009740488,0.0211431,0.001219142,0.9617463,0.004443917],"study_design_scores_gemma":[0.003720156,0.000351697,0.0002537216,0.00003343182,0.0001173445,0.00004625431,0.003184763,0.005373798,0.3458475,0.0001809825,0.6397842,0.001106252],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01062876,0.0003952171,0.8761515,0.0001913416,0.002055364,0.001943531,0.000005041554,0.0009862196,0.107643],"genre_scores_gemma":[0.9637765,0.00005872202,0.027666,0.0002605921,0.000128868,0.0001832337,0.000008152248,0.00006771748,0.007850166],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9531478,"threshold_uncertainty_score":0.9994735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0917127920836848,"score_gpt":0.2919651731511767,"score_spread":0.2002523810674919,"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."}}