{"id":"W1961447612","doi":"10.24908/pceea.v0i0.4828","title":"COLLABORATIVE PROJECT: CROSSING BORDERS BETWEEN ARTS AND ENGINEERING","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bishop's University; Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Creativity; Goodwill; Maturity (psychological); The arts; Competition (biology); Subject (documents); Presentation (obstetrics); Process (computing); Psychology; Sociology; Engineering; Management; Political science; Social psychology; Computer science; Business; Law; Economics; Accounting","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003138148,0.0001911117,0.0001827688,0.0003443009,0.0002014352,0.0004948628,0.0001819598,0.000159125,0.0000338969],"category_scores_gemma":[0.0009741846,0.0002015751,0.00004088573,0.0007941289,0.00002170577,0.0006945131,0.00001577569,0.0002867252,0.0000163533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001127196,"about_ca_system_score_gemma":0.0006895975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005215485,"about_ca_topic_score_gemma":0.0007823621,"domain_scores_codex":[0.9989702,0.00000551579,0.0002863153,0.0001671128,0.0002296749,0.0003412043],"domain_scores_gemma":[0.9988385,0.0001204682,0.0001699599,0.0000898878,0.0005653212,0.0002158555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000005444909,0.0001541653,0.314621,0.002708029,0.001149528,2.884703e-7,0.0335473,0.008823134,0.04101497,0.0239448,0.5505493,0.0234821],"study_design_scores_gemma":[0.0003468281,0.00002204636,0.5924217,0.000302297,0.0001244711,0.00000732055,0.00220446,0.01386103,0.006075399,0.0002460149,0.3835645,0.0008239809],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977271,0.0004662549,0.0001024436,0.005748213,0.002282909,0.001247774,0.00003725302,0.0003761469,0.01246796],"genre_scores_gemma":[0.995762,0.00002062484,0.002742185,0.0001239957,0.000221796,0.0001335568,0.000008090446,0.00005443379,0.0009333131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2778006,"threshold_uncertainty_score":0.8219994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006635880994311429,"score_gpt":0.2292800705592339,"score_spread":0.2226441895649224,"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."}}