{"id":"W4395081974","doi":"10.1002/app.55624","title":"Thermal aging of high‐performance fabrics used in the outer shell of firefighters' protective clothing","year":2024,"lang":"en","type":"article","venue":"Journal of Applied Polymer Science","topic":"Fiber-reinforced polymer composites","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Alberta","keywords":"Aramid; Materials science; Composite material; Crystallinity; Polyester; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007735181,0.0001504614,0.000254113,0.0004824005,0.00005279381,0.00007738222,0.0007876689,0.00004611069,0.00001012668],"category_scores_gemma":[0.000004117089,0.0001019846,0.00007108662,0.001095149,0.0002483009,0.0005586347,0.00006491729,0.0004292071,0.000003925007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006653446,"about_ca_system_score_gemma":0.0001148492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002494769,"about_ca_topic_score_gemma":0.000001044851,"domain_scores_codex":[0.99838,0.00001466171,0.0005511362,0.0001280743,0.00064138,0.0002847222],"domain_scores_gemma":[0.9993841,0.0001386314,0.0001586576,0.0002228283,0.00004846554,0.00004731998],"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":[0.00002956324,0.00001584033,0.0001944733,0.000197392,0.00003518375,0.00001220092,0.01523258,0.02089055,0.948804,0.001378375,0.00002093455,0.01318886],"study_design_scores_gemma":[0.0001971578,0.00006832906,0.001525544,0.0002510762,0.00001821203,0.00002691454,0.0002415113,0.03501457,0.9624578,0.00005364822,0.00003033001,0.0001148708],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943038,0.001548571,0.001074055,0.00009443962,0.000433553,0.0001404477,0.000002352876,0.00002476095,0.002378052],"genre_scores_gemma":[0.9992784,0.00001463553,0.0005457215,0.0000444924,0.00007982997,0.000005137723,1.543727e-7,0.00001719558,0.00001446242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01499107,"threshold_uncertainty_score":0.4158811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006416791956900927,"score_gpt":0.2056031851323731,"score_spread":0.1991863931754722,"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."}}