{"id":"W4410368069","doi":"10.2139/ssrn.5254132","title":"Pla and Hemp as an Eco-Friendly Biocomposite: Mechanical, Thermal and Rheological Properties","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Polysaccharides Composition and Applications","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Biocomposite; Rheology; Environmentally friendly; Materials science; Thermal; Composite material; Polymer science; Ecology; Physics; Thermodynamics","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":[0.0005463871,0.0002716877,0.0002943717,0.00003933829,0.0005975901,0.0003044028,0.0004465976,0.0002905582,0.00006898928],"category_scores_gemma":[0.00001888166,0.0001094328,0.00009440722,0.0001419379,0.0001377317,0.0001160523,0.0004818318,0.001924715,0.000007280932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001165701,"about_ca_system_score_gemma":0.0002686239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001449106,"about_ca_topic_score_gemma":0.0003594774,"domain_scores_codex":[0.9978613,0.0001441552,0.0003091022,0.0004893362,0.0001799894,0.001016145],"domain_scores_gemma":[0.9994235,0.00005635794,0.0001616843,0.00009127986,0.0000761643,0.0001910156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002391289,0.0004095363,0.0007851033,0.00002649336,0.0002235906,0.000006705486,0.0001227442,0.00001843566,0.5141271,0.3307392,0.00006592115,0.1532361],"study_design_scores_gemma":[0.001162872,0.004388746,0.01048506,0.000458513,0.0003356909,0.002173953,0.003332281,0.002310596,0.02055964,0.9440798,0.00876579,0.001947041],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897558,0.003472036,0.00009693411,0.005809193,0.00007600938,0.0002922969,0.00003036455,0.00007869803,0.0003886455],"genre_scores_gemma":[0.9939931,0.004478898,0.0001392692,0.0003452013,0.0002578497,0.00004404971,0.00002706546,0.000001708136,0.0007128687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6133407,"threshold_uncertainty_score":0.8362035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01487943543267925,"score_gpt":0.2391598069462028,"score_spread":0.2242803715135236,"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."}}