{"id":"W2095190923","doi":"10.1002/pc.21255","title":"Investigation of unsaturated polyester composites reinforced by aspen high‐yield pulp fibers","year":2011,"lang":"en","type":"article","venue":"Polymer Composites","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Materials science; Composite material; Ultimate tensile strength; Pulp (tooth); Composite number; Natural fiber; Polyester; Fabrication; Fiber","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002070389,0.0005091684,0.0006244623,0.0002746882,0.0002210866,0.0001439917,0.000947446,0.0002455545,0.001207651],"category_scores_gemma":[0.00002965143,0.0004539551,0.0001696558,0.0005697873,0.0004340552,0.0009084117,0.0002797334,0.0002952579,0.0003177399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006445373,"about_ca_system_score_gemma":0.00006147062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002405824,"about_ca_topic_score_gemma":0.00001217359,"domain_scores_codex":[0.9971052,0.0001489663,0.0009256952,0.00058386,0.0005793634,0.0006568448],"domain_scores_gemma":[0.9978326,0.000360083,0.0005687711,0.000728532,0.0002095626,0.0003004596],"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":[0.0002366084,0.00001644203,0.002320725,0.00004933148,0.0000623168,0.000005974858,0.0007657738,0.00002168293,0.9924773,0.002729465,0.001174559,0.0001398268],"study_design_scores_gemma":[0.0005188395,0.0002958469,0.001111634,0.0001421074,0.00009209997,0.00002470589,0.00004120906,0.0003721751,0.9965544,0.0002530557,0.00004644721,0.0005474821],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936233,0.00199129,0.0003289367,0.0002698011,0.0004605186,0.0004455286,0.00009763117,0.0003277473,0.002455295],"genre_scores_gemma":[0.992458,0.00001475665,0.005138764,0.0005639572,0.00007141841,0.00002443674,0.0002438023,0.00005953236,0.001425326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004809827,"threshold_uncertainty_score":0.9997912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02367243349016573,"score_gpt":0.2151227047101201,"score_spread":0.1914502712199543,"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."}}