{"id":"W4220861406","doi":"10.1002/marc.202200063","title":"Electrospun Azo‐Cellulose Fabric: A Smart Polysaccharidic Photo‐Actuator","year":2022,"lang":"en","type":"article","venue":"Macromolecular Rapid Communications","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Institut Carnot PolyNat","keywords":"Materials science; Nanofiber; Polymer; Electrospinning; Chemical engineering; Spiropyran; Acetone; Solvent; Polymer chemistry; Dimethylacetamide; Cellulose; Azobenzene; Composite material; Chemistry; Organic 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002109693,0.0002047934,0.0002157906,0.0001095335,0.0004826754,0.0000519927,0.001134013,0.00004560748,0.000914751],"category_scores_gemma":[0.00001764271,0.0002512043,0.0001157193,0.0003959457,0.00003872721,0.00007586559,0.0006290773,0.0003969833,0.00007190892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002096636,"about_ca_system_score_gemma":0.00004554532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004276173,"about_ca_topic_score_gemma":0.000008283807,"domain_scores_codex":[0.9987751,0.0001364761,0.0002957172,0.0002051632,0.0002095618,0.0003779381],"domain_scores_gemma":[0.9979826,0.00004001173,0.00006228151,0.001794953,0.00003452711,0.00008558164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007263765,0.0001015228,0.000001209051,0.00001667067,0.00006572787,0.00001340982,0.0002167336,0.0003119797,0.9848458,0.007304641,0.001079801,0.006035196],"study_design_scores_gemma":[0.000481081,0.000111519,0.000009287753,0.000008616043,0.00005685867,0.00009023575,0.0001506237,0.01696097,0.4441072,0.002833026,0.534709,0.000481596],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3145738,0.06857653,0.5588814,0.002737013,0.0032394,0.003766483,0.0008362851,0.005764714,0.04162436],"genre_scores_gemma":[0.9875408,0.001158457,0.009763343,0.0003999901,0.00001715136,0.000575186,0.0001901062,0.00009720623,0.0002577297],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.672967,"threshold_uncertainty_score":0.9999986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01040193837160347,"score_gpt":0.2151062363020323,"score_spread":0.2047042979304289,"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."}}