{"id":"W4401702557","doi":"10.2139/ssrn.4928453","title":"Thermoplastic Polyurethane from Corn Oil and Soybased Crosslinkers","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Polyurethane; Corn oil; Polymer science; Thermoplastic; Thermoplastic polyurethane; Materials science; Composite material; Pulp and paper industry; Polymer chemistry; Chemistry; Food science; Engineering","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001294597,0.0004511629,0.0005303063,0.0001582113,0.0003093317,0.0008223891,0.0005811925,0.0003475187,0.0001668595],"category_scores_gemma":[0.00004316094,0.0003808855,0.0002107845,0.00009390105,0.0001451099,0.00007748233,0.000647968,0.005061327,0.0001441282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007469879,"about_ca_system_score_gemma":0.003869124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001199765,"about_ca_topic_score_gemma":0.0006248235,"domain_scores_codex":[0.9956425,0.000172223,0.0005499817,0.00068755,0.0004528573,0.002494921],"domain_scores_gemma":[0.9988255,0.0001840728,0.0003243224,0.0003659866,0.00006410608,0.0002360425],"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":[0.0007112377,0.0001486741,0.0004053641,0.0003561108,0.0009317952,0.0002088856,0.001776314,0.0007756493,0.9280178,0.01364555,0.000208368,0.05281428],"study_design_scores_gemma":[0.002164084,0.0005349522,0.0003083597,0.001551283,0.00107331,0.001568515,0.001068352,0.01213873,0.03052602,0.9464059,0.0008057396,0.00185469],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9270594,0.06634541,0.002032345,0.001092543,0.002730268,0.00005578874,0.0001330284,0.0001398291,0.0004113798],"genre_scores_gemma":[0.9911907,0.005467687,0.0004011529,0.0001811938,0.001295105,0.000008685576,0.00003349397,0.00008234992,0.001339627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9327604,"threshold_uncertainty_score":0.9998643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008536373164645327,"score_gpt":0.2383084273033179,"score_spread":0.2297720541386725,"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."}}