{"id":"W4393150856","doi":"10.20944/preprints202403.1242.v1","title":"Effects of Lignin on the Thermal and Morphological Properties and Damages Mechanisms after UV Irradiation of Polypropylene Biocomposites Reinforced with Flax and Pine Fibres: Acoustic Emission Analysis","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Polypropylene; Composite material; Materials science; Lignin; Irradiation; Damages; Chemistry; Organic chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0004369062,0.0003847153,0.0006256431,0.0002715483,0.00008563756,0.00007761676,0.0002971456,0.0002409833,0.00005434562],"category_scores_gemma":[0.000127476,0.0002080644,0.0000928845,0.0002379748,0.0003514159,0.00009225058,0.001734615,0.0003918137,0.000007004583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002930243,"about_ca_system_score_gemma":0.00004351867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001188792,"about_ca_topic_score_gemma":0.000001706326,"domain_scores_codex":[0.9980245,0.0001980631,0.0004497176,0.000726449,0.0003766758,0.0002245502],"domain_scores_gemma":[0.9985905,0.0003182889,0.0003354984,0.0005586823,0.0001026172,0.00009446594],"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":[0.0004872136,0.00001661778,0.00411796,0.001329055,0.0002565066,0.00001610046,0.0007388495,0.002549032,0.9902931,0.0001502965,0.000001734347,0.00004346179],"study_design_scores_gemma":[0.000226074,0.0002478221,0.05838738,0.0009535471,0.0007233894,0.00001128875,0.00003576549,0.003874927,0.9349071,0.0003945671,4.642844e-7,0.0002376127],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971828,0.001264204,0.0000862197,0.0002514097,0.00005545339,0.00100623,0.00002240798,0.00007148133,0.00005983213],"genre_scores_gemma":[0.9987636,0.0001475704,0.0006489145,0.00004176628,0.00002503777,0.000128606,0.00001087176,0.0000246469,0.000208988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05538601,"threshold_uncertainty_score":0.848462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02706357376967783,"score_gpt":0.2554243419333113,"score_spread":0.2283607681636335,"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."}}