{"id":"W4414104254","doi":"10.1016/j.jmrt.2025.09.067","title":"Comprehensive characterization of Yanchama (Poulsenia Armata) fiber cloth from the Ecuadorian Amazon region: Towards sustainable reinforcement materials","year":2025,"lang":"en","type":"article","venue":"Journal of Materials Research and Technology","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Crystallinity; Hemicellulose; Thermogravimetric analysis; Ultimate tensile strength; Cellulose; Lignin; Fiber; Thermal stability; Scanning electron microscope","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":[0.0001631234,0.0003755708,0.0002741414,0.0008920821,0.0003286911,0.0004606955,0.0001391943,0.0002825271,0.000918226],"category_scores_gemma":[0.0001941182,0.00009678019,0.0001872076,0.0006329984,0.0001339889,0.0002714453,0.0001912722,0.0001614914,0.0001402257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001518466,"about_ca_system_score_gemma":0.0001015057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003424097,"about_ca_topic_score_gemma":0.007015305,"domain_scores_codex":[0.9999199,0.000007989084,0.000007750333,0.00002505133,0.00002421207,0.00001509332],"domain_scores_gemma":[0.9999015,0.00001647833,0.00002769844,0.000005618829,0.00003694167,0.00001171084],"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":[0.00006429642,0.00002706318,0.01442453,0.0001834648,0.00001761485,0.0005717669,0.0003507662,0.0001321518,0.9735498,0.00002367572,0.00002066142,0.0106341],"study_design_scores_gemma":[0.000007453904,0.0004986269,0.7905844,0.00009525378,0.0001129931,0.002412212,0.002032176,0.001016223,0.1947499,0.00008236361,0.00838492,0.00002336348],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983795,0.0005044566,0.00036679,0.0000128568,0.000002010207,0.000008815284,0.0001976876,0.000005793838,0.0005220864],"genre_scores_gemma":[0.9969242,0.000470146,0.001136516,0.00002021981,0.000003555077,0.00001715902,0.0003896097,0.000007283861,0.001031222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003424097,"threshold_uncertainty_score":0.006808341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02224104561372383,"score_gpt":0.3020063280390811,"score_spread":0.2797652824253573,"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."}}