{"id":"W2885173346","doi":"10.24908/pceea.v0i0.10362","title":"COLLABORATIVE DIGITAL DESIGN NOTEBOOKS","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Workspace; Task (project management); Computer science; Task management; Cloud computing; Collaborative design; Scalability; Software engineering; World Wide Web; Multimedia; Engineering management; Engineering; Systems design; Systems engineering; Database; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001762897,0.0001013206,0.00008953286,0.0002565873,0.0002154244,0.0007282912,0.0005204182,0.00007344233,0.00001128281],"category_scores_gemma":[0.0007738474,0.00009332245,0.00003846093,0.001041998,0.00002048679,0.001208668,0.00005461848,0.0000791516,0.00002686734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008124443,"about_ca_system_score_gemma":0.001453711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002296706,"about_ca_topic_score_gemma":0.0002345645,"domain_scores_codex":[0.9991649,0.00000370793,0.0001742959,0.000165358,0.000277754,0.0002139703],"domain_scores_gemma":[0.9988019,0.00005388746,0.0001984978,0.00008155312,0.0007084041,0.0001557936],"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":[0.00001256483,0.0001458146,0.08412965,0.0001022062,0.0002638184,2.396232e-7,0.01508325,0.000309665,0.001782697,0.2056641,0.6727775,0.01972853],"study_design_scores_gemma":[0.0005001031,0.000143581,0.1123227,0.0001927441,0.00002282356,0.000008116237,0.0005097205,0.01559821,0.04768214,0.00771805,0.8143914,0.000910395],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2334378,0.0002085251,0.01794505,0.03468142,0.0104872,0.002621389,0.00005810445,0.001136611,0.6994239],"genre_scores_gemma":[0.9762647,0.000001108364,0.006638139,0.0003533018,0.0001660327,0.00002721804,0.000001380418,0.00001180812,0.01653638],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7428269,"threshold_uncertainty_score":0.7022929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005038094567263318,"score_gpt":0.1744181115435353,"score_spread":0.169380016976272,"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."}}