{"id":"W2917696727","doi":"10.1002/mren.201870005","title":"Macromol. React. Eng. 3/2018","year":2018,"lang":"en","type":"article","venue":"Macromolecular Reaction Engineering","topic":"Graphene and Nanomaterials Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Ottawa","funders":"","keywords":"Adhesive; Emulsion; Materials science; Polymer science; Nanocomposite; Composite material; Emulsion polymerization; Cellulose; Polymer chemistry; Chemical engineering; Polymer; Layer (electronics); Engineering; Copolymer","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"],"consensus_categories":[],"category_scores_codex":[0.0001158888,0.0002341413,0.0001796059,0.0001839342,0.00008693985,0.00005931225,0.0001619987,0.000120493,0.0001034005],"category_scores_gemma":[0.00001778658,0.0002685234,0.00008563718,0.0003932831,0.00003222357,0.0001524203,0.0000289173,0.0001360793,0.0004933746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008065913,"about_ca_system_score_gemma":0.000008288876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002157562,"about_ca_topic_score_gemma":0.000004343371,"domain_scores_codex":[0.9989676,0.000009789678,0.0002621029,0.000240873,0.0001538054,0.0003658207],"domain_scores_gemma":[0.9993566,0.00001546785,0.00002969346,0.0004258337,0.00005157544,0.0001208498],"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":[0.000002900392,0.00001262488,0.00001209764,0.00002711039,0.00004499157,0.00001038622,0.00005213772,0.0005183889,0.9960146,0.00061217,0.0009949942,0.001697632],"study_design_scores_gemma":[0.0002294523,0.00003943213,0.001224946,0.00002865241,0.00002978748,0.000101755,0.00001145544,0.01385683,0.8094999,0.0001016894,0.1744806,0.0003955048],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9152033,0.0002178702,0.07182701,0.00004704852,0.001560087,0.0002707033,0.0000167879,0.002051905,0.008805326],"genre_scores_gemma":[0.9966114,0.00006548288,0.002584224,0.00003422176,0.0004306794,0.00007828872,0.00003130208,0.0000989397,0.00006548099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1865147,"threshold_uncertainty_score":0.9999767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005037536716312492,"score_gpt":0.1871528197857467,"score_spread":0.1821152830694342,"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."}}