{"id":"W2887948175","doi":"10.24908/pceea.v0i0.10320","title":"DESIGN PROBLEM PERCEPTION IN ENGINEERING DESIGN TEAMS","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Capstone; Perception; Engineering design process; Process (computing); Design process; Creativity; Aerospace; Engineering; Computer science; Management science; Engineering management; Systems engineering; Psychology; Work in process; Operations management; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01222404,0.0004204193,0.0004040739,0.002009699,0.001616288,0.007491975,0.0010991,0.001838845,0.003942466],"category_scores_gemma":[0.05098281,0.0004325876,0.0007075854,0.0008673031,0.003134149,0.003443105,0.004073796,0.002006268,0.000395569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002157746,"about_ca_system_score_gemma":0.001512458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001713255,"about_ca_topic_score_gemma":0.0006956682,"domain_scores_codex":[0.9796482,0.01323782,0.0009471871,0.001356357,0.003951686,0.0008586814],"domain_scores_gemma":[0.9394535,0.04091733,0.007611957,0.002564358,0.00666743,0.002785424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007319511,0.001256825,0.1960057,0.0006161337,0.0001651199,0.00100499,0.6579152,0.006210653,0.01200151,0.02629764,0.001954628,0.09583966],"study_design_scores_gemma":[0.000202039,0.001337841,0.1179662,0.0004937078,0.00009745659,0.001392205,0.7612314,0.051649,0.005478511,0.04100725,0.01883197,0.0003125185],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.966225,0.0001493581,0.02173088,0.0005159983,0.00002876523,0.00007423749,0.00001427979,0.0000428662,0.01121857],"genre_scores_gemma":[0.997544,0.00003099036,0.001753793,0.00004780232,0.000003937397,0.00002377645,0.00001617845,0.000008790637,0.0005707573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01222404,"threshold_uncertainty_score":0.06464761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009436970687278284,"score_gpt":0.2080991844547228,"score_spread":0.1986622137674445,"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."}}