{"id":"W2102431010","doi":"10.24908/pceea.v0i0.3820","title":"ECOLOGICAL INTERFACE DESIGN FOR COMPLEX SYSTEMS","year":2011,"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":"","funders":"","keywords":"Interface (matter); Interface design; Computer science; User interface; Systems engineering; Graphical user interface; Human–computer interaction; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056665,0.0001371346,0.0001517431,0.0001798727,0.0001084928,0.00008637749,0.0002940951,0.0001228925,0.00008184311],"category_scores_gemma":[0.001004909,0.0001349305,0.00006325664,0.0002904248,0.00001065841,0.0002278406,0.000009125158,0.0001587834,0.00002102094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00145865,"about_ca_system_score_gemma":0.0003024161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001160846,"about_ca_topic_score_gemma":0.0003849185,"domain_scores_codex":[0.9991677,0.00000940006,0.0002697189,0.0001289438,0.0001465376,0.0002777194],"domain_scores_gemma":[0.9989662,0.0001443256,0.0001758544,0.00008439718,0.0004548261,0.0001744595],"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":[0.00002202038,0.0003187128,0.01445886,0.001231355,0.0005167784,9.675107e-8,0.007938734,0.03781901,0.01815661,0.05492132,0.8625623,0.002054185],"study_design_scores_gemma":[0.0006624215,0.0001349716,0.1976295,0.0002479694,0.0002553676,0.00002002543,0.002504531,0.1663361,0.01465616,0.0009831939,0.6154468,0.001123072],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5101145,0.002360178,0.08889262,0.0119435,0.07425112,0.0158456,0.000411036,0.003731087,0.2924504],"genre_scores_gemma":[0.9902751,0.000008558763,0.007431969,0.00008982344,0.0001549911,0.0002069985,0.000004663225,0.00003777916,0.00179005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4801607,"threshold_uncertainty_score":0.5502305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04659285173805159,"score_gpt":0.2377088192072766,"score_spread":0.191115967469225,"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."}}