{"id":"W3005617961","doi":"10.1002/smll.201906567","title":"Ultrasensitive Physical, Bio, and Chemical Sensors Derived from 1‐, 2‐, and 3‐D Nanocellulosic Materials","year":2020,"lang":"en","type":"review","venue":"Small","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":168,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick; FPInnovations","funders":"National Key Research and Development Program of China; China Postdoctoral Science Foundation; Natural Science Foundation of Shaanxi Province; National Natural Science Foundation of China","keywords":"Nanocellulose; Nanotechnology; Nanofiber; Bacterial cellulose; Cellulose; Nanomaterials; Context (archaeology); Materials science; Chemical engineering; Engineering; Biology","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":[0.0001528874,0.0006429937,0.002299385,0.0000629441,0.0001421717,0.0001663658,0.0002317,0.0002095972,0.0000804632],"category_scores_gemma":[0.0003411508,0.0004947929,0.0001429142,0.000152814,0.0007018249,0.00008791329,0.00062296,0.0002878519,0.0002710514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007837938,"about_ca_system_score_gemma":0.0001028595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005321381,"about_ca_topic_score_gemma":0.000002505758,"domain_scores_codex":[0.9972702,0.0003471535,0.0004497815,0.001105666,0.0002725453,0.0005546256],"domain_scores_gemma":[0.9981421,0.0008958038,0.0002772859,0.0003210848,0.00006605587,0.0002976816],"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":[0.00002365741,0.00003603189,3.095496e-7,0.004293521,0.0001211871,0.0002014371,0.000374565,4.054565e-8,0.9061077,0.00004402649,0.00005220726,0.08874538],"study_design_scores_gemma":[0.0004163609,0.0001056399,0.000003961717,0.004412303,0.000756787,0.00005650716,0.0001597476,0.000004703843,0.7606854,0.0005563464,0.2317877,0.001054506],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1887682,0.809182,0.00001278894,0.00006183419,0.0001326045,0.000664026,0.001006593,0.0001025101,0.00006939459],"genre_scores_gemma":[0.002923448,0.9948899,0.001223066,0.00003399511,0.0005855438,0.00007137088,0.0001436013,0.00008223415,0.00004690408],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2317355,"threshold_uncertainty_score":0.9997504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04519618724371052,"score_gpt":0.3071222126621849,"score_spread":0.2619260254184743,"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."}}