{"id":"W4385613699","doi":"10.1117/12.2687049","title":"A review of the application of cellulose and fiber derivatives in perovskite solar cells","year":2023,"lang":"en","type":"review","venue":"","topic":"Conducting polymers and applications","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cellulose; Transparency (behavior); Materials science; Perovskite (structure); Biopolymer; Nanotechnology; Perovskite solar cell; Flexibility (engineering); Solar cell; Chemical engineering; Computer science; Polymer; Engineering; Optoelectronics; Composite material","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":[0.0004160202,0.0001382313,0.0007252343,0.0000552044,0.00002554012,0.000007553775,0.0002869989,0.00006717805,0.0001563939],"category_scores_gemma":[0.00005440894,0.00008242415,0.0001295655,0.000527256,0.0001211976,0.00002838879,0.0001731054,0.0000870759,0.00005050458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001253681,"about_ca_system_score_gemma":0.00008589062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001587051,"about_ca_topic_score_gemma":0.00001255008,"domain_scores_codex":[0.9988366,0.0001123833,0.0006007737,0.0002481857,0.000103825,0.00009824643],"domain_scores_gemma":[0.9987733,0.0001955968,0.000525729,0.0004392602,0.00004608666,0.00002001578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[4.742277e-7,0.00005555142,0.000001703228,0.2685576,0.00001502078,1.017836e-7,0.0001637009,1.439112e-7,0.02491475,0.0004541027,0.00120765,0.7046292],"study_design_scores_gemma":[0.000032819,0.000005956097,0.000002772344,0.05380996,0.0001469249,0.000001465624,0.0000229207,0.0000017678,0.01773853,0.00004984319,0.9280623,0.0001246894],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001875457,0.9984115,0.00003827635,0.00005639642,0.0000314883,0.0009860337,0.00004154379,0.00001275325,0.0002344891],"genre_scores_gemma":[0.00002217299,0.9985271,0.0003106653,0.00004197295,0.00001303848,0.0001933824,0.00000753309,0.00001601768,0.0008680848],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9268547,"threshold_uncertainty_score":0.3361159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06129900979853859,"score_gpt":0.3439321341607384,"score_spread":0.2826331243621998,"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."}}