{"id":"W2610565051","doi":"10.18260/1-2--1222","title":"Engineering Sketching As Visualization, Idea Generation And Communication Tool","year":2020,"lang":"en","type":"article","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Visualization; Human–computer interaction; Data visualization; Software engineering; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001018549,0.00006165796,0.0000503447,0.00002631624,0.00004631215,0.00009091695,0.00004941929,0.00002899072,0.0002239039],"category_scores_gemma":[0.000154042,0.00006900472,0.000008225359,0.0001153012,0.000003489875,0.0003567526,0.00001185795,0.00006752258,0.00008832607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001291371,"about_ca_system_score_gemma":0.000008186734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009133571,"about_ca_topic_score_gemma":0.000001763953,"domain_scores_codex":[0.9996709,0.00002131706,0.0001176533,0.00007152643,0.00005815994,0.0000604209],"domain_scores_gemma":[0.9997597,0.00005647666,0.00001417282,0.00009357451,0.0000260308,0.00005008475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001316107,0.00004745246,0.001234041,0.000292824,0.0001272158,0.000002213181,0.0172899,0.2363055,0.3240487,0.3005036,0.07713855,0.04299683],"study_design_scores_gemma":[0.0001072534,0.00000863492,0.000732197,0.000005336383,0.000009654971,0.000004998067,0.0001455443,0.9319243,0.006975712,0.00005147818,0.05990336,0.0001314919],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2655863,0.0006991273,0.7115722,0.003919926,0.0002547226,0.0002276182,0.000001202483,0.0009598167,0.01677906],"genre_scores_gemma":[0.9921177,0.0001889092,0.006561189,0.0008656345,0.0001007737,0.000008807096,0.00002563454,0.00001793298,0.0001134454],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7265314,"threshold_uncertainty_score":0.2813931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0243347468932079,"score_gpt":0.2633180973792629,"score_spread":0.238983350486055,"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."}}