{"id":"W1517931453","doi":"10.1002/mame.201500045","title":"Influence of Poly(ethylene oxide) (PEO) Percent and Lignin Type on the Properties of Lignin/PEO Blend Filament","year":2015,"lang":"en","type":"article","venue":"Macromolecular Materials and Engineering","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Materials science; Ethylene oxide; Lignin; Thermal stability; Protein filament; Chemical engineering; Composite material; Ethylene; Polymer; Organic chemistry; Copolymer; 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":[0.0005351359,0.0001873413,0.0003104947,0.00004592112,0.00005179154,0.00008083105,0.0001656625,0.00006072686,0.00001821799],"category_scores_gemma":[0.00008438637,0.0001154276,0.00002208661,0.00006232705,0.0001050291,0.00007204543,0.0001469409,0.00004389225,0.000005943422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001345836,"about_ca_system_score_gemma":0.00003040297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004739742,"about_ca_topic_score_gemma":0.000002057151,"domain_scores_codex":[0.9989669,0.00006289515,0.0003163267,0.000209048,0.0002252372,0.000219644],"domain_scores_gemma":[0.9995054,0.00002603605,0.00008762948,0.0002396777,0.00006445455,0.00007677703],"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":[0.00006745806,0.00001945567,0.0000191339,0.0002115326,0.00001685066,0.0000030384,0.000607431,0.0001156368,0.9984688,0.0002650309,0.00003694475,0.0001687328],"study_design_scores_gemma":[0.0001320762,0.0001942728,0.0002967899,0.0003375324,0.00002224179,0.00001184323,0.0001516846,0.00009034738,0.9984116,0.0000170277,0.0001844544,0.0001501195],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868465,0.01263221,0.000006705991,0.0001876751,0.0001128672,0.0001382474,0.00002015302,0.00002396383,0.00003167237],"genre_scores_gemma":[0.9992287,0.0002725015,0.000353514,0.00006133657,0.00002220522,0.00001617068,9.567166e-7,0.00002131282,0.00002335735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01238214,"threshold_uncertainty_score":0.4706999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02004001030709834,"score_gpt":0.1927264492585197,"score_spread":0.1726864389514214,"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."}}