{"id":"W3176799121","doi":"10.1145/3461778.3462061","title":"Transtexture Lamp: Composing a Deformable Device as a Computational Whole","year":2021,"lang":"en","type":"article","venue":"","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Materiality (auditing); Computer science; Human–computer interaction; Context (archaeology); Process (computing); Interaction design; Aesthetics; Art; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001212125,0.000115191,0.0001287444,0.0001199606,0.0002121487,0.000163067,0.0003584092,0.00008752348,0.0001138397],"category_scores_gemma":[0.00002460493,0.0001113966,0.00004806464,0.000690816,0.00004461711,0.0008323595,0.0001185578,0.000264404,0.0002417963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007496703,"about_ca_system_score_gemma":0.0001441087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001206535,"about_ca_topic_score_gemma":0.00003280837,"domain_scores_codex":[0.9989989,0.00004895777,0.0002133803,0.0003116658,0.0002125879,0.0002144418],"domain_scores_gemma":[0.9991534,0.00008340504,0.00006563767,0.0002623251,0.0004055701,0.00002962139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006286272,0.0001067433,0.0001273805,0.0000158715,0.00004483887,0.00009974456,0.000746935,0.001375055,0.01210296,0.9737141,0.003874172,0.007785901],"study_design_scores_gemma":[0.001740767,0.000214998,0.002193138,0.0001523465,0.00001988409,0.00289308,0.0007425143,0.4205121,0.1429297,0.3074066,0.1204039,0.0007909747],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07667059,0.00005594344,0.8862407,0.006881025,0.0002863347,0.00008305952,0.000001347019,0.0003607053,0.02942028],"genre_scores_gemma":[0.8087896,7.130016e-7,0.1864812,0.002967977,0.00002679753,0.000007887295,0.00001741638,0.000006913059,0.001701524],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.732119,"threshold_uncertainty_score":0.4542623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01560263590851221,"score_gpt":0.2792810500715592,"score_spread":0.263678414163047,"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."}}