{"id":"W4416508819","doi":"10.1016/j.vacuum.2025.114883","title":"Evaluation of the quality performance of various GSM woven fabrics after imparting dip dye and (acid-enzyme) wash and incorporating multifunctional finishes: Flame retardancy, anti-microbial","year":2025,"lang":"en","type":"article","venue":"Vacuum","topic":"Dyeing and Modifying Textile Fibers","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Antimicrobial; Textile; Quality (philosophy); Textile industry; Clothing; Dyeing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002367228,0.0003694709,0.0001410234,0.0002047635,0.0001623716,0.000265955,0.0001177782,0.0003086154,0.001089661],"category_scores_gemma":[0.000359814,0.0001580496,0.0003363539,0.0002627321,0.0001526837,0.0002441665,0.0001242179,0.0002824883,0.0001522139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001128477,"about_ca_system_score_gemma":0.00008528792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008107236,"about_ca_topic_score_gemma":0.001619906,"domain_scores_codex":[0.9998306,0.00002229477,0.00001858138,0.00003376441,0.00005712829,0.00003763938],"domain_scores_gemma":[0.999662,0.00005579887,0.0001060355,0.00002691749,0.000115671,0.00003352678],"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":[0.0002267265,0.00001972456,0.0005707876,0.00005752106,0.00001050369,0.00004763645,0.00003960897,0.000114396,0.9974148,0.000021371,0.00001084672,0.001466072],"study_design_scores_gemma":[0.000003676498,0.0004558184,0.00416997,0.000003575421,0.0000308246,0.00006444243,0.00003894277,0.0003131027,0.9946207,0.000007739211,0.0002865792,0.000004615652],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978137,0.0003528632,0.001147557,0.00001344135,0.00001287093,0.000006545197,0.00009568774,0.00001767018,0.0005396691],"genre_scores_gemma":[0.996235,0.0003169864,0.001505067,0.00001332283,0.00000328794,0.000006806717,0.0001612078,0.00001664599,0.001741636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001089661,"threshold_uncertainty_score":0.003645301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01939464423167054,"score_gpt":0.2535274470513341,"score_spread":0.2341328028196636,"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."}}