{"id":"W2795434834","doi":"10.1145/3173574.3173943","title":"Dream Lens","year":2018,"lang":"en","type":"article","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":143,"is_retracted":false,"has_abstract":true,"ca_institutions":"Autodesk (Canada)","funders":"","keywords":"Computer science; Usability; Human–computer interaction; Task (project management); Generative Design; Set (abstract data type); Lens (geology); Generative grammar; Dream; Engineering drawing; Artificial intelligence; Systems engineering; Engineering; Programming language","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.002837685,0.001462625,0.001002656,0.005061799,0.001122284,0.006172366,0.003038076,0.001348951,0.1057395],"category_scores_gemma":[0.0126127,0.001303186,0.002390322,0.003036156,0.0006983531,0.004721805,0.006524965,0.001676822,0.02856377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001359551,"about_ca_system_score_gemma":0.00248109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003661645,"about_ca_topic_score_gemma":0.01085977,"domain_scores_codex":[0.9977107,0.0005122076,0.0002354392,0.0004022361,0.0009779005,0.000161406],"domain_scores_gemma":[0.9950433,0.00216515,0.0002373559,0.001591548,0.0006859743,0.0002767041],"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":[0.000794886,0.0001641494,0.003253114,0.00357578,0.0001882124,0.0003530282,0.00232434,0.006609783,0.005256206,0.0746825,0.4641533,0.4386448],"study_design_scores_gemma":[0.0001218985,0.00007673398,0.0009711913,0.0003780664,0.00004347294,0.0004931797,0.0006362465,0.01282057,0.004455295,0.03324612,0.9466713,0.00008591717],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.008357039,0.003142286,0.5898528,0.001792288,0.0006481876,0.00119636,0.1072708,0.1526185,0.1351218],"genre_scores_gemma":[0.05564531,0.002457269,0.7600882,0.0009323391,0.0001361327,0.002181094,0.110582,0.02027257,0.04770499],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1057395,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02256017494912296,"score_gpt":0.2563444979634717,"score_spread":0.2337843230143487,"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."}}