{"id":"W4386523935","doi":"10.32920/24101490.v1","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; Wool; Composite material; Polyester; Synthetic fiber; SILK; Fiber","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001221543,0.0003108934,0.0003155581,0.000345896,0.0006392368,0.001435823,0.0005315765,0.0007378721,0.01132742],"category_scores_gemma":[0.0003704639,0.0002139057,0.0002373355,0.0002202972,0.001203944,0.001568129,0.001391262,0.0006645753,0.002162793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003522191,"about_ca_system_score_gemma":0.0002132512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002460864,"about_ca_topic_score_gemma":0.0003201884,"domain_scores_codex":[0.9998716,0.00001383381,0.000003323896,0.00004266911,0.00004350915,0.0000250452],"domain_scores_gemma":[0.9998729,0.00002753951,0.00001552439,0.00003300697,0.00001717159,0.00003387938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002436341,0.0001117305,0.0004422036,0.0004776677,0.00003191149,0.0007142928,0.00044737,0.01292524,0.3181735,0.5916433,0.01127257,0.06351665],"study_design_scores_gemma":[0.00009550802,0.0004442567,0.002064275,0.00006865625,0.00004007056,0.001502076,0.0005026117,0.08924226,0.166326,0.4670404,0.2725499,0.0001239014],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4338525,0.01511875,0.2268341,0.00404841,0.002666525,0.0002243243,0.0004902271,0.00422038,0.3125447],"genre_scores_gemma":[0.8918799,0.003123867,0.02903881,0.0007011752,0.0003858198,0.0001084874,0.0002667798,0.0004446849,0.07405052],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01132742,"threshold_uncertainty_score":0.03789395,"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."}}