{"id":"W4386092673","doi":"10.1186/s40643-023-00669-w","title":"Super-strong and high-performance electrical film heater derived from silver nanowire/aligned bacterial cellulose film","year":2023,"lang":"en","type":"article","venue":"Bioresources and Bioprocessing","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Canada First Research Excellence Fund; University of Calgary","keywords":"Materials science; Joule heating; Heating element; Bacterial cellulose; Composite material; Flexibility (engineering); Nanotechnology; Optoelectronics; Cellulose; Chemical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002434202,0.0003109058,0.0003780884,0.0001327536,0.000639688,0.000384281,0.000206454,0.0001359854,0.0001884177],"category_scores_gemma":[0.00007522803,0.0002332604,0.00004454794,0.0003714302,0.0004850845,0.000385796,0.0003802986,0.0001083731,0.00007327115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003727934,"about_ca_system_score_gemma":0.00003926023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001965961,"about_ca_topic_score_gemma":0.00001220251,"domain_scores_codex":[0.997778,0.00006408999,0.000315337,0.0006865712,0.0003842819,0.0007717068],"domain_scores_gemma":[0.999287,0.0001673871,0.00009167292,0.0001889855,0.00006663759,0.0001983047],"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":[0.0001528312,0.000017452,0.004214427,0.00009360354,0.00001790876,0.00002353115,0.000837114,0.00001420806,0.9861247,0.000006333451,0.0001119528,0.008385946],"study_design_scores_gemma":[0.0008842404,0.0001965724,0.02938031,0.0001482244,0.00003982222,0.000007816018,0.000528559,0.006447306,0.9601271,0.00009251673,0.001680291,0.0004672316],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997089,0.001956831,0.00007011298,0.0002239943,0.0001569929,0.0001604383,0.00006891235,0.0002142658,0.00005940575],"genre_scores_gemma":[0.9974397,0.0006701991,0.0009233653,0.00004257221,0.0003965619,0.00001752418,0.00005838793,0.00003342768,0.0004182834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02599758,"threshold_uncertainty_score":0.9512082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01608106422685916,"score_gpt":0.243745530280001,"score_spread":0.2276644660531418,"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."}}