{"id":"W4386523857","doi":"10.32920/24101490","title":"Malleable Matter: Adaptable and Responsive Space","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Weaving; Textile; Materials science; Materiality (auditing); Smart material; Polyester; Composite material; Wool; Synthetic fiber; SILK; Fiber; Aesthetics","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":[0.00006856898,0.0001568521,0.0001596474,0.0001059314,0.00003071812,0.00004636685,0.00009749784,0.0001096808,0.0002111837],"category_scores_gemma":[0.000006845724,0.0001514887,0.00003423833,0.00005493445,0.00001356888,0.00002114926,0.0002373347,0.0002655119,0.0006407466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002134585,"about_ca_system_score_gemma":0.00002515131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005546039,"about_ca_topic_score_gemma":0.00001896399,"domain_scores_codex":[0.9994113,0.00001803532,0.000108791,0.0002034013,0.0001011352,0.0001572705],"domain_scores_gemma":[0.9996198,0.0001228751,0.00001353486,0.0001723448,0.00002134894,0.00005006275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000120216,0.000002382446,0.00009770753,0.0001881092,0.00007773889,0.00002185777,0.0001974686,0.8682824,0.0001409775,0.001314505,0.1288805,0.0007843951],"study_design_scores_gemma":[0.0004193184,0.00005845381,0.02398194,0.0003964598,0.00008490808,0.00005752731,0.0002446871,0.6603507,0.001474978,0.2324941,0.07899681,0.001440193],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03919454,0.002417799,0.7823314,0.003856852,0.001441937,0.0007616623,0.00006884342,0.002574277,0.1673527],"genre_scores_gemma":[0.75771,0.0005881428,0.07960875,0.0006099596,0.0004542019,0.0001787487,0.000110138,0.0002760965,0.1604639],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7185155,"threshold_uncertainty_score":0.8235714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01926283146947679,"score_gpt":0.2106759809440074,"score_spread":0.1914131494745306,"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."}}