{"id":"W4406810144","doi":"10.18280/ijsdp.200131","title":"Eco-Innovation: Applying the Woven Fabric from Dendrocalamus asper Fibers to Textile Product Design","year":2025,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Crafts, Textile, and Design","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Textile; Woven fabric; Materials science; Composite material; Product design; Product (mathematics); Bamboo; Architectural engineering; Business; Engineering; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006743666,0.0001416241,0.0001687828,0.0005414185,0.0004083248,0.0005959742,0.0003382537,0.00002768575,0.0002593772],"category_scores_gemma":[0.00018302,0.0001039834,0.00003527834,0.000158617,0.00005125719,0.0003662872,0.00007538905,0.0001874475,0.00001024592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001612294,"about_ca_system_score_gemma":0.0003408713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005522294,"about_ca_topic_score_gemma":0.000007614829,"domain_scores_codex":[0.99873,0.00003878866,0.0004945218,0.0001595518,0.000358656,0.0002184675],"domain_scores_gemma":[0.9984878,0.00025863,0.0002099865,0.00007490836,0.0009267866,0.00004187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001154566,0.0001851439,0.003811854,0.00009876287,0.001714838,0.0017941,0.317368,0.005746751,0.0003197576,0.1872384,0.2640443,0.2165235],"study_design_scores_gemma":[0.0004749472,0.00003483754,0.002134184,0.0002496158,0.00002884127,0.00002201683,0.09791163,0.0001349525,0.00083048,0.004681787,0.8933099,0.0001868232],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8348505,0.003809384,0.07700597,0.006496799,0.004826178,0.001562639,0.00001391294,0.00008497533,0.07134961],"genre_scores_gemma":[0.9680271,0.00001236042,0.003130096,0.00136634,0.0009526528,0.0000523823,0.00001447746,0.00001302127,0.02643164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6292656,"threshold_uncertainty_score":0.5746992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03307867366516152,"score_gpt":0.2612004884955272,"score_spread":0.2281218148303657,"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."}}