{"id":"W3132168782","doi":"10.1145/3430524.3440633","title":"Shape Changing Fabric Samples for Interactive Fashion Design","year":2021,"lang":"en","type":"article","venue":"","topic":"Interactive and Immersive Displays","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Clothing; Fashion design; Field (mathematics); Computer science; Human–computer interaction; Work (physics); Textile design; Architectural engineering; Engineering; Mechanical engineering; Business","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001319887,0.0001092652,0.0001211976,0.0001199412,0.0001345698,0.0001425127,0.0003037209,0.00003047224,0.0001690874],"category_scores_gemma":[0.0001447686,0.00009940837,0.0001052877,0.0003027114,0.000009792709,0.0007705666,0.0001835229,0.00007032613,0.00009112375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005209009,"about_ca_system_score_gemma":0.00006161617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002974825,"about_ca_topic_score_gemma":0.00000213451,"domain_scores_codex":[0.9990837,0.00006104248,0.0001176404,0.0003441286,0.0001010694,0.0002924321],"domain_scores_gemma":[0.9989078,0.0004734408,0.00005204722,0.0002169265,0.0003055663,0.00004420976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006793539,0.0002198494,0.0001681651,0.00003385368,0.0001756102,0.00005474317,0.006459236,0.0001109646,0.492292,0.4376551,0.01151293,0.05124961],"study_design_scores_gemma":[0.0005410039,0.0002153208,0.001493444,0.00005219485,0.00001653841,0.00005448965,0.00428603,0.1685327,0.8127229,0.002527292,0.009172251,0.0003858652],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003428016,0.00002909583,0.9905373,0.0006895468,0.0004584825,0.0001645067,0.000003262431,0.0000276349,0.004662146],"genre_scores_gemma":[0.8937643,0.000007362086,0.1007188,0.002279281,0.00009178796,0.00005248352,0.00001468099,0.00001063276,0.003060688],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8903362,"threshold_uncertainty_score":0.4053756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0503470449236789,"score_gpt":0.2917675986787158,"score_spread":0.2414205537550368,"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."}}