{"id":"W2008517476","doi":"10.1002/app.40359","title":"Recent advances in bio‐sourced polymeric carbohydrate/nanotube composites","year":2014,"lang":"en","type":"article","venue":"Journal of Applied Polymer Science","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Agriculture and Agri-Food Canada","funders":"Qinglan Project of Jiangsu Province of China; Priority Academic Program Development of Jiangsu Higher Education Institutions; Government of Jiangsu Province; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China","keywords":"Carbon nanotube; Materials science; Composite material; Nanocomposite; Halloysite; Polymer; Nanotube; Nanotechnology","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":[0.0004170278,0.0001673411,0.0003096286,0.0003611242,0.00008777882,0.00007265068,0.0004292467,0.00004055688,0.00002072368],"category_scores_gemma":[0.00002029742,0.0001413207,0.00003549972,0.000879501,0.0002206942,0.000432206,0.00003670384,0.0001512479,0.000008419111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007056244,"about_ca_system_score_gemma":0.0000391487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003574974,"about_ca_topic_score_gemma":0.000003328036,"domain_scores_codex":[0.9985858,0.00001741487,0.0004862515,0.000162076,0.0003570304,0.0003913926],"domain_scores_gemma":[0.9993737,0.0000716344,0.0001642729,0.0001778263,0.0000507218,0.0001617986],"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":[0.00002274507,0.00001391036,0.00007412767,0.00001011231,0.000003435344,0.000003189462,0.0001836824,0.04379245,0.8975899,0.0007161495,0.00000767876,0.0575826],"study_design_scores_gemma":[0.0003327683,0.00004816558,0.000403094,0.00004192356,0.000007126116,0.00002268104,0.00006830743,0.003580022,0.98897,0.0002477734,0.006079825,0.0001982608],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784977,0.006644052,0.00119187,0.00005524125,0.0009596228,0.00004326188,0.000001098676,0.00006357022,0.01254356],"genre_scores_gemma":[0.9973539,0.001190019,0.001153697,0.00009765652,0.0001677701,0.000002277998,4.309384e-7,0.00002003983,0.00001424755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09138014,"threshold_uncertainty_score":0.576289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006270318423350902,"score_gpt":0.2162111370095697,"score_spread":0.2099408185862188,"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."}}